In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
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"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7f4c38900588>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f4c387e34e0>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.1.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
inputs_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='input_real')
inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
learning_rate = tf.placeholder(tf.float32, name="learning_rate")
return inputs_real, inputs_z, learning_rate
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
alpha = 0.2
# TODO: Implement Function
with tf.variable_scope("discriminator", reuse = reuse):
# Input layer is 28x28x3
x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
relu1 = tf.maximum(alpha * x1, x1)
# 16x16x64
x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same')
bn2 = tf.layers.batch_normalization(x2, training=True)
relu2 = tf.maximum(alpha * bn2, bn2)
# 8x8x128
x3 = tf.layers.conv2d(relu2, 256, 5, strides=2, padding='same')
bn3 = tf.layers.batch_normalization(x3, training=True)
relu3 = tf.maximum(alpha * bn3, bn3)
# 4x4x256
# Flatten
flat = tf.reshape(relu3, (-1, 4*4*256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
alpha=0.1
with tf.variable_scope("generator", reuse= not(is_train)):
#Fully connected layer
x1 = tf.layers.dense(z, 7 * 7 * 256, kernel_initializer=tf.truncated_normal_initializer(stddev=0.02))
#Reshape the fully connected layer to start the convolutional stack
x1 = tf.reshape(x1, (-1, 7, 7, 256))
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(alpha * x1, x1)
# 7x7x512 now
x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides=2, padding='same')
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(alpha * x2, x2)
# 14x14x256 now
x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides=2, padding='same')
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = tf.maximum(alpha * x3, x3)
# 28x28x128 now
# Output layer
logits = tf.layers.conv2d_transpose(x3, out_channel_dim, 5, strides=1, padding='same')
# 28x28x3 now
out = tf.tanh(logits)
return out
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
#using the parameter smooth. Typically used with classifiers to improve performance.
smooth = 0.1
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real, reuse=False)
d_model_fake, d_logits_fake = discriminator(g_model, reuse = True)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits = d_logits_real,labels = tf.ones_like(d_model_real) * (1 - smooth)))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
#Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1 = beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1 = beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
steps = 0
print_every = 10
show_every = 100
_, image_width, image_height, image_channels = data_shape
input_real, input_z, lr = model_inputs(image_width, image_height,image_channels, z_dim)
d_loss, g_loss = model_loss(input_real, input_z,image_channels)
d_opt, g_opt = model_opt(d_loss, g_loss, lr, beta1)
is_train = tf.placeholder(tf.bool)
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
steps += 1
batch_images = batch_images * 2
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
# Run optimizers
_ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr:learning_rate})
_ = sess.run(g_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr:learning_rate})
if steps % print_every == 0:
# At the end of each epoch, get the losses and print them out
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{} Step {}...".format(epoch_i+1, epoch_count, steps),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
if steps % show_every == 0:
#Print the current image
show_generator_output(sess, 25, input_z, image_channels, data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 64
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2 Step 10... Discriminator Loss: 0.4162... Generator Loss: 4.6087 Epoch 1/2 Step 20... Discriminator Loss: 0.4501... Generator Loss: 2.5648 Epoch 1/2 Step 30... Discriminator Loss: 0.4473... Generator Loss: 5.5668 Epoch 1/2 Step 40... Discriminator Loss: 0.8144... Generator Loss: 1.7805 Epoch 1/2 Step 50... Discriminator Loss: 0.5995... Generator Loss: 2.1799 Epoch 1/2 Step 60... Discriminator Loss: 0.9210... Generator Loss: 1.9464 Epoch 1/2 Step 70... Discriminator Loss: 0.7397... Generator Loss: 1.8119 Epoch 1/2 Step 80... Discriminator Loss: 1.0817... Generator Loss: 2.0575 Epoch 1/2 Step 90... Discriminator Loss: 1.3563... Generator Loss: 2.5081 Epoch 1/2 Step 100... Discriminator Loss: 1.1096... Generator Loss: 0.9838
Epoch 1/2 Step 110... Discriminator Loss: 1.1064... Generator Loss: 0.8206 Epoch 1/2 Step 120... Discriminator Loss: 1.1948... Generator Loss: 0.9123 Epoch 1/2 Step 130... Discriminator Loss: 1.5127... Generator Loss: 0.4818 Epoch 1/2 Step 140... Discriminator Loss: 1.0324... Generator Loss: 1.4577 Epoch 1/2 Step 150... Discriminator Loss: 1.0713... Generator Loss: 1.0183 Epoch 1/2 Step 160... Discriminator Loss: 1.0482... Generator Loss: 1.7654 Epoch 1/2 Step 170... Discriminator Loss: 1.1345... Generator Loss: 1.9795 Epoch 1/2 Step 180... Discriminator Loss: 0.9310... Generator Loss: 1.0294 Epoch 1/2 Step 190... Discriminator Loss: 1.1152... Generator Loss: 0.7662 Epoch 1/2 Step 200... Discriminator Loss: 1.1132... Generator Loss: 1.6096
Epoch 1/2 Step 210... Discriminator Loss: 0.9283... Generator Loss: 0.9879 Epoch 1/2 Step 220... Discriminator Loss: 0.9135... Generator Loss: 1.1453 Epoch 1/2 Step 230... Discriminator Loss: 0.8613... Generator Loss: 1.2542 Epoch 1/2 Step 240... Discriminator Loss: 0.9460... Generator Loss: 1.3988 Epoch 1/2 Step 250... Discriminator Loss: 0.8946... Generator Loss: 1.1722 Epoch 1/2 Step 260... Discriminator Loss: 0.8205... Generator Loss: 1.3204 Epoch 1/2 Step 270... Discriminator Loss: 0.8576... Generator Loss: 1.3610 Epoch 1/2 Step 280... Discriminator Loss: 0.9154... Generator Loss: 1.4812 Epoch 1/2 Step 290... Discriminator Loss: 1.2526... Generator Loss: 2.5330 Epoch 1/2 Step 300... Discriminator Loss: 0.8713... Generator Loss: 1.2218
Epoch 1/2 Step 310... Discriminator Loss: 0.8615... Generator Loss: 1.3869 Epoch 1/2 Step 320... Discriminator Loss: 1.0955... Generator Loss: 0.7988 Epoch 1/2 Step 330... Discriminator Loss: 1.1397... Generator Loss: 0.7575 Epoch 1/2 Step 340... Discriminator Loss: 1.0353... Generator Loss: 2.0635 Epoch 1/2 Step 350... Discriminator Loss: 1.2707... Generator Loss: 2.8639 Epoch 1/2 Step 360... Discriminator Loss: 0.9157... Generator Loss: 1.2263 Epoch 1/2 Step 370... Discriminator Loss: 1.0543... Generator Loss: 1.1553 Epoch 1/2 Step 380... Discriminator Loss: 1.0711... Generator Loss: 1.4519 Epoch 1/2 Step 390... Discriminator Loss: 1.0245... Generator Loss: 1.0673 Epoch 1/2 Step 400... Discriminator Loss: 1.1086... Generator Loss: 1.0315
Epoch 1/2 Step 410... Discriminator Loss: 1.2736... Generator Loss: 0.5852 Epoch 1/2 Step 420... Discriminator Loss: 1.1110... Generator Loss: 1.2544 Epoch 1/2 Step 430... Discriminator Loss: 1.0199... Generator Loss: 0.9989 Epoch 1/2 Step 440... Discriminator Loss: 1.0474... Generator Loss: 1.2390 Epoch 1/2 Step 450... Discriminator Loss: 0.9688... Generator Loss: 1.4482 Epoch 1/2 Step 460... Discriminator Loss: 1.1181... Generator Loss: 0.7780 Epoch 1/2 Step 470... Discriminator Loss: 0.9287... Generator Loss: 1.4584 Epoch 1/2 Step 480... Discriminator Loss: 1.0113... Generator Loss: 1.2287 Epoch 1/2 Step 490... Discriminator Loss: 1.0633... Generator Loss: 0.9347 Epoch 1/2 Step 500... Discriminator Loss: 1.0378... Generator Loss: 1.0422
Epoch 1/2 Step 510... Discriminator Loss: 1.0329... Generator Loss: 1.3286 Epoch 1/2 Step 520... Discriminator Loss: 0.9473... Generator Loss: 1.0131 Epoch 1/2 Step 530... Discriminator Loss: 0.9963... Generator Loss: 1.5298 Epoch 1/2 Step 540... Discriminator Loss: 0.9847... Generator Loss: 1.5873 Epoch 1/2 Step 550... Discriminator Loss: 1.0421... Generator Loss: 0.9462 Epoch 1/2 Step 560... Discriminator Loss: 1.0019... Generator Loss: 1.0953 Epoch 1/2 Step 570... Discriminator Loss: 0.9065... Generator Loss: 1.4824 Epoch 1/2 Step 580... Discriminator Loss: 1.1857... Generator Loss: 0.6862 Epoch 1/2 Step 590... Discriminator Loss: 1.0023... Generator Loss: 1.0988 Epoch 1/2 Step 600... Discriminator Loss: 0.9837... Generator Loss: 1.2255
Epoch 1/2 Step 610... Discriminator Loss: 1.1262... Generator Loss: 0.7545 Epoch 1/2 Step 620... Discriminator Loss: 0.9845... Generator Loss: 1.2048 Epoch 1/2 Step 630... Discriminator Loss: 0.9523... Generator Loss: 1.8169 Epoch 1/2 Step 640... Discriminator Loss: 1.3460... Generator Loss: 2.2265 Epoch 1/2 Step 650... Discriminator Loss: 1.0349... Generator Loss: 0.9005 Epoch 1/2 Step 660... Discriminator Loss: 1.0894... Generator Loss: 0.8867 Epoch 1/2 Step 670... Discriminator Loss: 1.0157... Generator Loss: 1.0711 Epoch 1/2 Step 680... Discriminator Loss: 1.0939... Generator Loss: 1.8559 Epoch 1/2 Step 690... Discriminator Loss: 1.0349... Generator Loss: 1.4791 Epoch 1/2 Step 700... Discriminator Loss: 1.0698... Generator Loss: 1.3614
Epoch 1/2 Step 710... Discriminator Loss: 1.0955... Generator Loss: 0.7910 Epoch 1/2 Step 720... Discriminator Loss: 1.0201... Generator Loss: 1.0462 Epoch 1/2 Step 730... Discriminator Loss: 1.0944... Generator Loss: 1.5817 Epoch 1/2 Step 740... Discriminator Loss: 0.9611... Generator Loss: 1.0950 Epoch 1/2 Step 750... Discriminator Loss: 1.1010... Generator Loss: 0.7973 Epoch 1/2 Step 760... Discriminator Loss: 0.9999... Generator Loss: 1.0005 Epoch 1/2 Step 770... Discriminator Loss: 1.1852... Generator Loss: 0.6859 Epoch 1/2 Step 780... Discriminator Loss: 1.0418... Generator Loss: 1.1899 Epoch 1/2 Step 790... Discriminator Loss: 1.0319... Generator Loss: 0.8962 Epoch 1/2 Step 800... Discriminator Loss: 0.9108... Generator Loss: 1.0475
Epoch 1/2 Step 810... Discriminator Loss: 1.1141... Generator Loss: 2.3206 Epoch 1/2 Step 820... Discriminator Loss: 0.9273... Generator Loss: 1.1011 Epoch 1/2 Step 830... Discriminator Loss: 1.1662... Generator Loss: 0.6753 Epoch 1/2 Step 840... Discriminator Loss: 0.8071... Generator Loss: 1.3748 Epoch 1/2 Step 850... Discriminator Loss: 1.0708... Generator Loss: 0.7503 Epoch 1/2 Step 860... Discriminator Loss: 0.9500... Generator Loss: 1.0558 Epoch 1/2 Step 870... Discriminator Loss: 0.9473... Generator Loss: 2.0067 Epoch 1/2 Step 880... Discriminator Loss: 0.8964... Generator Loss: 1.3017 Epoch 1/2 Step 890... Discriminator Loss: 1.0043... Generator Loss: 1.0989 Epoch 1/2 Step 900... Discriminator Loss: 1.0849... Generator Loss: 0.7652
Epoch 1/2 Step 910... Discriminator Loss: 0.9292... Generator Loss: 1.4318 Epoch 1/2 Step 920... Discriminator Loss: 0.9113... Generator Loss: 1.0068 Epoch 1/2 Step 930... Discriminator Loss: 0.9685... Generator Loss: 1.1394 Epoch 2/2 Step 940... Discriminator Loss: 1.2466... Generator Loss: 0.6814 Epoch 2/2 Step 950... Discriminator Loss: 0.8876... Generator Loss: 1.1954 Epoch 2/2 Step 960... Discriminator Loss: 0.9523... Generator Loss: 1.2135 Epoch 2/2 Step 970... Discriminator Loss: 0.9246... Generator Loss: 1.5266 Epoch 2/2 Step 980... Discriminator Loss: 0.9256... Generator Loss: 1.1807 Epoch 2/2 Step 990... Discriminator Loss: 1.8458... Generator Loss: 2.3669 Epoch 2/2 Step 1000... Discriminator Loss: 0.9611... Generator Loss: 1.0115
Epoch 2/2 Step 1010... Discriminator Loss: 0.8878... Generator Loss: 1.2452 Epoch 2/2 Step 1020... Discriminator Loss: 0.8281... Generator Loss: 1.8406 Epoch 2/2 Step 1030... Discriminator Loss: 0.8784... Generator Loss: 1.3623 Epoch 2/2 Step 1040... Discriminator Loss: 0.8654... Generator Loss: 1.5880 Epoch 2/2 Step 1050... Discriminator Loss: 0.8582... Generator Loss: 1.1364 Epoch 2/2 Step 1060... Discriminator Loss: 0.8819... Generator Loss: 1.0710 Epoch 2/2 Step 1070... Discriminator Loss: 1.1185... Generator Loss: 0.7457 Epoch 2/2 Step 1080... Discriminator Loss: 1.0064... Generator Loss: 0.8510 Epoch 2/2 Step 1090... Discriminator Loss: 0.8151... Generator Loss: 1.3389 Epoch 2/2 Step 1100... Discriminator Loss: 0.9052... Generator Loss: 1.0550
Epoch 2/2 Step 1110... Discriminator Loss: 1.2294... Generator Loss: 2.1195 Epoch 2/2 Step 1120... Discriminator Loss: 0.8222... Generator Loss: 1.5338 Epoch 2/2 Step 1130... Discriminator Loss: 0.8814... Generator Loss: 1.0828 Epoch 2/2 Step 1140... Discriminator Loss: 1.1859... Generator Loss: 0.6962 Epoch 2/2 Step 1150... Discriminator Loss: 0.9573... Generator Loss: 0.9526 Epoch 2/2 Step 1160... Discriminator Loss: 1.0585... Generator Loss: 0.9485 Epoch 2/2 Step 1170... Discriminator Loss: 0.9608... Generator Loss: 1.3576 Epoch 2/2 Step 1180... Discriminator Loss: 0.9671... Generator Loss: 1.1016 Epoch 2/2 Step 1190... Discriminator Loss: 1.6708... Generator Loss: 2.3253 Epoch 2/2 Step 1200... Discriminator Loss: 0.8876... Generator Loss: 1.1496
Epoch 2/2 Step 1210... Discriminator Loss: 0.8187... Generator Loss: 1.2742 Epoch 2/2 Step 1220... Discriminator Loss: 1.0649... Generator Loss: 0.8214 Epoch 2/2 Step 1230... Discriminator Loss: 0.9280... Generator Loss: 1.0675 Epoch 2/2 Step 1240... Discriminator Loss: 2.2895... Generator Loss: 0.2432 Epoch 2/2 Step 1250... Discriminator Loss: 0.8831... Generator Loss: 1.1257 Epoch 2/2 Step 1260... Discriminator Loss: 0.8872... Generator Loss: 1.2693 Epoch 2/2 Step 1270... Discriminator Loss: 1.1508... Generator Loss: 0.6783 Epoch 2/2 Step 1280... Discriminator Loss: 0.9536... Generator Loss: 0.9549 Epoch 2/2 Step 1290... Discriminator Loss: 0.9011... Generator Loss: 1.1919 Epoch 2/2 Step 1300... Discriminator Loss: 1.1839... Generator Loss: 0.7487
Epoch 2/2 Step 1310... Discriminator Loss: 0.9917... Generator Loss: 1.6058 Epoch 2/2 Step 1320... Discriminator Loss: 1.5919... Generator Loss: 0.4700 Epoch 2/2 Step 1330... Discriminator Loss: 0.9752... Generator Loss: 1.3193 Epoch 2/2 Step 1340... Discriminator Loss: 0.9096... Generator Loss: 1.2097 Epoch 2/2 Step 1350... Discriminator Loss: 0.9147... Generator Loss: 1.1457 Epoch 2/2 Step 1360... Discriminator Loss: 1.1352... Generator Loss: 0.7007 Epoch 2/2 Step 1370... Discriminator Loss: 0.8371... Generator Loss: 1.2499 Epoch 2/2 Step 1380... Discriminator Loss: 1.0188... Generator Loss: 0.9932 Epoch 2/2 Step 1390... Discriminator Loss: 0.9486... Generator Loss: 0.9751 Epoch 2/2 Step 1400... Discriminator Loss: 1.1095... Generator Loss: 0.7561
Epoch 2/2 Step 1410... Discriminator Loss: 0.9843... Generator Loss: 1.9614 Epoch 2/2 Step 1420... Discriminator Loss: 1.0536... Generator Loss: 1.2024 Epoch 2/2 Step 1430... Discriminator Loss: 0.9966... Generator Loss: 0.9679 Epoch 2/2 Step 1440... Discriminator Loss: 0.8795... Generator Loss: 1.2411 Epoch 2/2 Step 1450... Discriminator Loss: 1.5527... Generator Loss: 0.4215 Epoch 2/2 Step 1460... Discriminator Loss: 0.9585... Generator Loss: 1.3212 Epoch 2/2 Step 1470... Discriminator Loss: 1.1972... Generator Loss: 0.7713 Epoch 2/2 Step 1480... Discriminator Loss: 0.9988... Generator Loss: 0.9104 Epoch 2/2 Step 1490... Discriminator Loss: 1.0103... Generator Loss: 0.8272 Epoch 2/2 Step 1500... Discriminator Loss: 0.8845... Generator Loss: 1.2660
Epoch 2/2 Step 1510... Discriminator Loss: 1.0037... Generator Loss: 0.8761 Epoch 2/2 Step 1520... Discriminator Loss: 0.8962... Generator Loss: 2.1978 Epoch 2/2 Step 1530... Discriminator Loss: 1.3246... Generator Loss: 0.5915 Epoch 2/2 Step 1540... Discriminator Loss: 0.9460... Generator Loss: 1.2572 Epoch 2/2 Step 1550... Discriminator Loss: 0.8171... Generator Loss: 1.2095 Epoch 2/2 Step 1560... Discriminator Loss: 0.7383... Generator Loss: 1.3653 Epoch 2/2 Step 1570... Discriminator Loss: 1.2300... Generator Loss: 0.7300 Epoch 2/2 Step 1580... Discriminator Loss: 1.0906... Generator Loss: 0.8131 Epoch 2/2 Step 1590... Discriminator Loss: 1.0964... Generator Loss: 0.7964 Epoch 2/2 Step 1600... Discriminator Loss: 0.9589... Generator Loss: 0.9148
Epoch 2/2 Step 1610... Discriminator Loss: 0.9250... Generator Loss: 0.9804 Epoch 2/2 Step 1620... Discriminator Loss: 0.9286... Generator Loss: 0.9892 Epoch 2/2 Step 1630... Discriminator Loss: 0.7252... Generator Loss: 1.6163 Epoch 2/2 Step 1640... Discriminator Loss: 1.4867... Generator Loss: 2.3661 Epoch 2/2 Step 1650... Discriminator Loss: 0.8870... Generator Loss: 1.5270 Epoch 2/2 Step 1660... Discriminator Loss: 1.2681... Generator Loss: 0.6485 Epoch 2/2 Step 1670... Discriminator Loss: 1.0687... Generator Loss: 0.8512 Epoch 2/2 Step 1680... Discriminator Loss: 1.1543... Generator Loss: 0.6936 Epoch 2/2 Step 1690... Discriminator Loss: 0.8689... Generator Loss: 1.7539 Epoch 2/2 Step 1700... Discriminator Loss: 1.0251... Generator Loss: 0.8581
Epoch 2/2 Step 1710... Discriminator Loss: 0.8602... Generator Loss: 1.6127 Epoch 2/2 Step 1720... Discriminator Loss: 1.2149... Generator Loss: 0.6106 Epoch 2/2 Step 1730... Discriminator Loss: 0.9304... Generator Loss: 1.1587 Epoch 2/2 Step 1740... Discriminator Loss: 0.9814... Generator Loss: 0.9145 Epoch 2/2 Step 1750... Discriminator Loss: 1.0133... Generator Loss: 0.8931 Epoch 2/2 Step 1760... Discriminator Loss: 1.0372... Generator Loss: 0.8407 Epoch 2/2 Step 1770... Discriminator Loss: 0.7998... Generator Loss: 1.2667 Epoch 2/2 Step 1780... Discriminator Loss: 0.8807... Generator Loss: 1.1313 Epoch 2/2 Step 1790... Discriminator Loss: 1.0720... Generator Loss: 0.8309 Epoch 2/2 Step 1800... Discriminator Loss: 0.7322... Generator Loss: 1.4490
Epoch 2/2 Step 1810... Discriminator Loss: 0.8944... Generator Loss: 1.1861 Epoch 2/2 Step 1820... Discriminator Loss: 0.8928... Generator Loss: 2.3350 Epoch 2/2 Step 1830... Discriminator Loss: 1.3931... Generator Loss: 0.5252 Epoch 2/2 Step 1840... Discriminator Loss: 0.7802... Generator Loss: 1.2602 Epoch 2/2 Step 1850... Discriminator Loss: 1.7614... Generator Loss: 0.3378 Epoch 2/2 Step 1860... Discriminator Loss: 0.9695... Generator Loss: 1.1347 Epoch 2/2 Step 1870... Discriminator Loss: 0.9210... Generator Loss: 0.9941
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 10 # 64
z_dim = 100
learning_rate = 0.0005 # 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1 Step 10... Discriminator Loss: 2.8314... Generator Loss: 0.1731 Epoch 1/1 Step 20... Discriminator Loss: 0.6363... Generator Loss: 2.2165 Epoch 1/1 Step 30... Discriminator Loss: 0.4024... Generator Loss: 6.5740 Epoch 1/1 Step 40... Discriminator Loss: 0.7629... Generator Loss: 1.6922 Epoch 1/1 Step 50... Discriminator Loss: 0.5296... Generator Loss: 2.1313 Epoch 1/1 Step 60... Discriminator Loss: 3.2863... Generator Loss: 20.0966 Epoch 1/1 Step 70... Discriminator Loss: 1.0840... Generator Loss: 1.7861 Epoch 1/1 Step 80... Discriminator Loss: 2.5683... Generator Loss: 0.3180 Epoch 1/1 Step 90... Discriminator Loss: 1.4681... Generator Loss: 1.7704 Epoch 1/1 Step 100... Discriminator Loss: 1.3640... Generator Loss: 0.8916
Epoch 1/1 Step 110... Discriminator Loss: 1.2000... Generator Loss: 0.8183 Epoch 1/1 Step 120... Discriminator Loss: 2.3167... Generator Loss: 0.2422 Epoch 1/1 Step 130... Discriminator Loss: 0.8602... Generator Loss: 1.0703 Epoch 1/1 Step 140... Discriminator Loss: 0.8595... Generator Loss: 5.6885 Epoch 1/1 Step 150... Discriminator Loss: 2.4609... Generator Loss: 7.8141 Epoch 1/1 Step 160... Discriminator Loss: 0.4496... Generator Loss: 3.2793 Epoch 1/1 Step 170... Discriminator Loss: 0.5671... Generator Loss: 2.6806 Epoch 1/1 Step 180... Discriminator Loss: 0.5874... Generator Loss: 1.8620 Epoch 1/1 Step 190... Discriminator Loss: 0.8104... Generator Loss: 1.3738 Epoch 1/1 Step 200... Discriminator Loss: 2.4155... Generator Loss: 0.2216
Epoch 1/1 Step 210... Discriminator Loss: 0.7630... Generator Loss: 1.5564 Epoch 1/1 Step 220... Discriminator Loss: 0.8994... Generator Loss: 0.9905 Epoch 1/1 Step 230... Discriminator Loss: 1.2678... Generator Loss: 0.7678 Epoch 1/1 Step 240... Discriminator Loss: 1.9604... Generator Loss: 0.2841 Epoch 1/1 Step 250... Discriminator Loss: 0.7293... Generator Loss: 1.7493 Epoch 1/1 Step 260... Discriminator Loss: 2.1849... Generator Loss: 0.2193 Epoch 1/1 Step 270... Discriminator Loss: 1.0048... Generator Loss: 0.9612 Epoch 1/1 Step 280... Discriminator Loss: 1.4089... Generator Loss: 0.5221 Epoch 1/1 Step 290... Discriminator Loss: 1.4643... Generator Loss: 1.4157 Epoch 1/1 Step 300... Discriminator Loss: 1.0593... Generator Loss: 1.1607
Epoch 1/1 Step 310... Discriminator Loss: 1.2002... Generator Loss: 1.7568 Epoch 1/1 Step 320... Discriminator Loss: 1.3758... Generator Loss: 0.7787 Epoch 1/1 Step 330... Discriminator Loss: 0.6306... Generator Loss: 2.0808 Epoch 1/1 Step 340... Discriminator Loss: 0.6094... Generator Loss: 2.0302 Epoch 1/1 Step 350... Discriminator Loss: 1.1749... Generator Loss: 4.1301 Epoch 1/1 Step 360... Discriminator Loss: 1.0593... Generator Loss: 0.8707 Epoch 1/1 Step 370... Discriminator Loss: 1.1397... Generator Loss: 1.2742 Epoch 1/1 Step 380... Discriminator Loss: 2.6071... Generator Loss: 0.2827 Epoch 1/1 Step 390... Discriminator Loss: 0.8784... Generator Loss: 1.4767 Epoch 1/1 Step 400... Discriminator Loss: 0.9946... Generator Loss: 0.9498
Epoch 1/1 Step 410... Discriminator Loss: 0.6361... Generator Loss: 3.6403 Epoch 1/1 Step 420... Discriminator Loss: 1.3175... Generator Loss: 0.5469 Epoch 1/1 Step 430... Discriminator Loss: 1.0056... Generator Loss: 1.0084 Epoch 1/1 Step 440... Discriminator Loss: 1.1850... Generator Loss: 0.7721 Epoch 1/1 Step 450... Discriminator Loss: 2.2220... Generator Loss: 0.2198 Epoch 1/1 Step 460... Discriminator Loss: 1.1750... Generator Loss: 1.3575 Epoch 1/1 Step 470... Discriminator Loss: 1.7230... Generator Loss: 0.4415 Epoch 1/1 Step 480... Discriminator Loss: 0.8890... Generator Loss: 1.1558 Epoch 1/1 Step 490... Discriminator Loss: 1.4923... Generator Loss: 0.4902 Epoch 1/1 Step 500... Discriminator Loss: 1.1658... Generator Loss: 0.6965
Epoch 1/1 Step 510... Discriminator Loss: 1.1473... Generator Loss: 0.8954 Epoch 1/1 Step 520... Discriminator Loss: 0.9212... Generator Loss: 2.8562 Epoch 1/1 Step 530... Discriminator Loss: 1.1809... Generator Loss: 0.9307 Epoch 1/1 Step 540... Discriminator Loss: 1.2080... Generator Loss: 0.7578 Epoch 1/1 Step 550... Discriminator Loss: 0.9365... Generator Loss: 1.1017 Epoch 1/1 Step 560... Discriminator Loss: 0.8107... Generator Loss: 2.1666 Epoch 1/1 Step 570... Discriminator Loss: 1.1199... Generator Loss: 1.8468 Epoch 1/1 Step 580... Discriminator Loss: 0.8234... Generator Loss: 1.6758 Epoch 1/1 Step 590... Discriminator Loss: 1.0412... Generator Loss: 0.7422 Epoch 1/1 Step 600... Discriminator Loss: 1.0246... Generator Loss: 0.8673
Epoch 1/1 Step 610... Discriminator Loss: 0.8925... Generator Loss: 1.2483 Epoch 1/1 Step 620... Discriminator Loss: 0.6509... Generator Loss: 1.6252 Epoch 1/1 Step 630... Discriminator Loss: 1.0243... Generator Loss: 0.7955 Epoch 1/1 Step 640... Discriminator Loss: 1.6829... Generator Loss: 0.3558 Epoch 1/1 Step 650... Discriminator Loss: 1.1385... Generator Loss: 1.0369 Epoch 1/1 Step 660... Discriminator Loss: 1.3515... Generator Loss: 0.5948 Epoch 1/1 Step 670... Discriminator Loss: 1.6330... Generator Loss: 0.3643 Epoch 1/1 Step 680... Discriminator Loss: 0.5455... Generator Loss: 2.1980 Epoch 1/1 Step 690... Discriminator Loss: 0.8668... Generator Loss: 1.2865 Epoch 1/1 Step 700... Discriminator Loss: 1.1457... Generator Loss: 1.3698
Epoch 1/1 Step 710... Discriminator Loss: 0.6788... Generator Loss: 2.8326 Epoch 1/1 Step 720... Discriminator Loss: 0.9228... Generator Loss: 0.9962 Epoch 1/1 Step 730... Discriminator Loss: 1.4937... Generator Loss: 0.6488 Epoch 1/1 Step 740... Discriminator Loss: 1.2856... Generator Loss: 0.6185 Epoch 1/1 Step 750... Discriminator Loss: 0.9533... Generator Loss: 1.8533 Epoch 1/1 Step 760... Discriminator Loss: 1.2532... Generator Loss: 0.9895 Epoch 1/1 Step 770... Discriminator Loss: 0.7572... Generator Loss: 1.8864 Epoch 1/1 Step 780... Discriminator Loss: 1.0193... Generator Loss: 1.0729 Epoch 1/1 Step 790... Discriminator Loss: 1.0442... Generator Loss: 0.9879 Epoch 1/1 Step 800... Discriminator Loss: 1.0397... Generator Loss: 1.3141
Epoch 1/1 Step 810... Discriminator Loss: 1.3552... Generator Loss: 0.5020 Epoch 1/1 Step 820... Discriminator Loss: 0.6109... Generator Loss: 1.8941 Epoch 1/1 Step 830... Discriminator Loss: 1.3475... Generator Loss: 2.0259 Epoch 1/1 Step 840... Discriminator Loss: 1.2856... Generator Loss: 1.2052 Epoch 1/1 Step 850... Discriminator Loss: 0.9706... Generator Loss: 1.2808 Epoch 1/1 Step 860... Discriminator Loss: 1.4629... Generator Loss: 0.4401 Epoch 1/1 Step 870... Discriminator Loss: 1.3063... Generator Loss: 0.7970 Epoch 1/1 Step 880... Discriminator Loss: 1.1650... Generator Loss: 0.6655 Epoch 1/1 Step 890... Discriminator Loss: 0.9150... Generator Loss: 1.7967 Epoch 1/1 Step 900... Discriminator Loss: 1.1097... Generator Loss: 1.2153
Epoch 1/1 Step 910... Discriminator Loss: 0.9035... Generator Loss: 1.0795 Epoch 1/1 Step 920... Discriminator Loss: 0.9590... Generator Loss: 1.6811 Epoch 1/1 Step 930... Discriminator Loss: 1.4152... Generator Loss: 0.5315 Epoch 1/1 Step 940... Discriminator Loss: 0.5391... Generator Loss: 3.6922 Epoch 1/1 Step 950... Discriminator Loss: 1.1208... Generator Loss: 0.8245 Epoch 1/1 Step 960... Discriminator Loss: 1.1278... Generator Loss: 0.9015 Epoch 1/1 Step 970... Discriminator Loss: 1.3310... Generator Loss: 0.6133 Epoch 1/1 Step 980... Discriminator Loss: 1.7753... Generator Loss: 0.3056 Epoch 1/1 Step 990... Discriminator Loss: 0.7518... Generator Loss: 1.5241 Epoch 1/1 Step 1000... Discriminator Loss: 1.1132... Generator Loss: 0.9499
Epoch 1/1 Step 1010... Discriminator Loss: 1.2734... Generator Loss: 0.6841 Epoch 1/1 Step 1020... Discriminator Loss: 0.8247... Generator Loss: 1.5374 Epoch 1/1 Step 1030... Discriminator Loss: 1.0369... Generator Loss: 1.8198 Epoch 1/1 Step 1040... Discriminator Loss: 1.4403... Generator Loss: 0.6859 Epoch 1/1 Step 1050... Discriminator Loss: 0.9077... Generator Loss: 1.8799 Epoch 1/1 Step 1060... Discriminator Loss: 1.2285... Generator Loss: 0.9915 Epoch 1/1 Step 1070... Discriminator Loss: 1.2089... Generator Loss: 0.6412 Epoch 1/1 Step 1080... Discriminator Loss: 0.8495... Generator Loss: 2.0736 Epoch 1/1 Step 1090... Discriminator Loss: 1.4473... Generator Loss: 0.7795 Epoch 1/1 Step 1100... Discriminator Loss: 1.0361... Generator Loss: 0.7989
Epoch 1/1 Step 1110... Discriminator Loss: 1.2995... Generator Loss: 0.5988 Epoch 1/1 Step 1120... Discriminator Loss: 1.1399... Generator Loss: 0.9180 Epoch 1/1 Step 1130... Discriminator Loss: 0.7136... Generator Loss: 3.1900 Epoch 1/1 Step 1140... Discriminator Loss: 1.3264... Generator Loss: 0.6132 Epoch 1/1 Step 1150... Discriminator Loss: 1.4551... Generator Loss: 0.5384 Epoch 1/1 Step 1160... Discriminator Loss: 1.5202... Generator Loss: 0.4476 Epoch 1/1 Step 1170... Discriminator Loss: 1.0442... Generator Loss: 1.0471 Epoch 1/1 Step 1180... Discriminator Loss: 1.5882... Generator Loss: 0.4469 Epoch 1/1 Step 1190... Discriminator Loss: 1.2832... Generator Loss: 0.6382 Epoch 1/1 Step 1200... Discriminator Loss: 1.0703... Generator Loss: 1.0562
Epoch 1/1 Step 1210... Discriminator Loss: 1.2336... Generator Loss: 0.8640 Epoch 1/1 Step 1220... Discriminator Loss: 1.1337... Generator Loss: 1.0972 Epoch 1/1 Step 1230... Discriminator Loss: 0.8901... Generator Loss: 1.0568 Epoch 1/1 Step 1240... Discriminator Loss: 0.6651... Generator Loss: 3.9437 Epoch 1/1 Step 1250... Discriminator Loss: 1.2367... Generator Loss: 0.7469 Epoch 1/1 Step 1260... Discriminator Loss: 1.5845... Generator Loss: 0.5350 Epoch 1/1 Step 1270... Discriminator Loss: 1.1753... Generator Loss: 1.1922 Epoch 1/1 Step 1280... Discriminator Loss: 1.5568... Generator Loss: 0.6052 Epoch 1/1 Step 1290... Discriminator Loss: 1.3588... Generator Loss: 0.5323 Epoch 1/1 Step 1300... Discriminator Loss: 0.9539... Generator Loss: 0.9070
Epoch 1/1 Step 1310... Discriminator Loss: 1.2109... Generator Loss: 0.7524 Epoch 1/1 Step 1320... Discriminator Loss: 1.4073... Generator Loss: 1.1547 Epoch 1/1 Step 1330... Discriminator Loss: 1.5474... Generator Loss: 0.5716 Epoch 1/1 Step 1340... Discriminator Loss: 1.0747... Generator Loss: 0.8940 Epoch 1/1 Step 1350... Discriminator Loss: 1.1956... Generator Loss: 0.9502 Epoch 1/1 Step 1360... Discriminator Loss: 0.8772... Generator Loss: 1.8249 Epoch 1/1 Step 1370... Discriminator Loss: 1.4560... Generator Loss: 0.4517 Epoch 1/1 Step 1380... Discriminator Loss: 1.0891... Generator Loss: 1.1834 Epoch 1/1 Step 1390... Discriminator Loss: 1.2703... Generator Loss: 0.6019 Epoch 1/1 Step 1400... Discriminator Loss: 0.8285... Generator Loss: 1.4562
Epoch 1/1 Step 1410... Discriminator Loss: 1.2969... Generator Loss: 0.7211 Epoch 1/1 Step 1420... Discriminator Loss: 1.5234... Generator Loss: 0.4180 Epoch 1/1 Step 1430... Discriminator Loss: 1.5390... Generator Loss: 0.4648 Epoch 1/1 Step 1440... Discriminator Loss: 0.8288... Generator Loss: 1.2455 Epoch 1/1 Step 1450... Discriminator Loss: 0.8473... Generator Loss: 1.0968 Epoch 1/1 Step 1460... Discriminator Loss: 1.6408... Generator Loss: 0.6717 Epoch 1/1 Step 1470... Discriminator Loss: 1.4409... Generator Loss: 0.5903 Epoch 1/1 Step 1480... Discriminator Loss: 1.4606... Generator Loss: 0.5815 Epoch 1/1 Step 1490... Discriminator Loss: 1.6177... Generator Loss: 0.3815 Epoch 1/1 Step 1500... Discriminator Loss: 1.0144... Generator Loss: 1.0939
Epoch 1/1 Step 1510... Discriminator Loss: 1.2962... Generator Loss: 0.8692 Epoch 1/1 Step 1520... Discriminator Loss: 1.3030... Generator Loss: 0.7349 Epoch 1/1 Step 1530... Discriminator Loss: 1.5813... Generator Loss: 0.5473 Epoch 1/1 Step 1540... Discriminator Loss: 1.2003... Generator Loss: 0.8949 Epoch 1/1 Step 1550... Discriminator Loss: 1.2388... Generator Loss: 0.7846 Epoch 1/1 Step 1560... Discriminator Loss: 1.3374... Generator Loss: 0.6638 Epoch 1/1 Step 1570... Discriminator Loss: 1.0514... Generator Loss: 1.0439 Epoch 1/1 Step 1580... Discriminator Loss: 1.6065... Generator Loss: 1.1778 Epoch 1/1 Step 1590... Discriminator Loss: 1.6773... Generator Loss: 0.4142 Epoch 1/1 Step 1600... Discriminator Loss: 0.9281... Generator Loss: 1.0209
Epoch 1/1 Step 1610... Discriminator Loss: 3.5343... Generator Loss: 0.0566 Epoch 1/1 Step 1620... Discriminator Loss: 0.8808... Generator Loss: 1.0920 Epoch 1/1 Step 1630... Discriminator Loss: 0.8066... Generator Loss: 1.1155 Epoch 1/1 Step 1640... Discriminator Loss: 1.7037... Generator Loss: 0.3558 Epoch 1/1 Step 1650... Discriminator Loss: 3.1325... Generator Loss: 2.7562 Epoch 1/1 Step 1660... Discriminator Loss: 1.5700... Generator Loss: 0.4746 Epoch 1/1 Step 1670... Discriminator Loss: 1.1508... Generator Loss: 1.0794 Epoch 1/1 Step 1680... Discriminator Loss: 1.3060... Generator Loss: 1.5883 Epoch 1/1 Step 1690... Discriminator Loss: 0.7210... Generator Loss: 1.8904 Epoch 1/1 Step 1700... Discriminator Loss: 1.8112... Generator Loss: 0.4196
Epoch 1/1 Step 1710... Discriminator Loss: 1.1239... Generator Loss: 1.1305 Epoch 1/1 Step 1720... Discriminator Loss: 1.4098... Generator Loss: 0.7828 Epoch 1/1 Step 1730... Discriminator Loss: 1.2944... Generator Loss: 0.9060 Epoch 1/1 Step 1740... Discriminator Loss: 1.1649... Generator Loss: 0.8518 Epoch 1/1 Step 1750... Discriminator Loss: 1.1770... Generator Loss: 0.7755 Epoch 1/1 Step 1760... Discriminator Loss: 1.8767... Generator Loss: 0.3915 Epoch 1/1 Step 1770... Discriminator Loss: 1.3399... Generator Loss: 0.6950 Epoch 1/1 Step 1780... Discriminator Loss: 1.7372... Generator Loss: 0.3824 Epoch 1/1 Step 1790... Discriminator Loss: 1.0160... Generator Loss: 1.0425 Epoch 1/1 Step 1800... Discriminator Loss: 1.1556... Generator Loss: 0.9592
Epoch 1/1 Step 1810... Discriminator Loss: 1.4182... Generator Loss: 0.5606 Epoch 1/1 Step 1820... Discriminator Loss: 1.1018... Generator Loss: 1.0079 Epoch 1/1 Step 1830... Discriminator Loss: 1.2419... Generator Loss: 0.7731 Epoch 1/1 Step 1840... Discriminator Loss: 1.3325... Generator Loss: 0.8008 Epoch 1/1 Step 1850... Discriminator Loss: 0.8660... Generator Loss: 1.3608 Epoch 1/1 Step 1860... Discriminator Loss: 0.7961... Generator Loss: 1.5333 Epoch 1/1 Step 1870... Discriminator Loss: 1.5288... Generator Loss: 0.5924 Epoch 1/1 Step 1880... Discriminator Loss: 1.3737... Generator Loss: 0.5147 Epoch 1/1 Step 1890... Discriminator Loss: 1.1166... Generator Loss: 1.2085 Epoch 1/1 Step 1900... Discriminator Loss: 1.4306... Generator Loss: 0.5876
Epoch 1/1 Step 1910... Discriminator Loss: 1.4117... Generator Loss: 0.5592 Epoch 1/1 Step 1920... Discriminator Loss: 1.3747... Generator Loss: 0.7799 Epoch 1/1 Step 1930... Discriminator Loss: 1.4025... Generator Loss: 0.6585 Epoch 1/1 Step 1940... Discriminator Loss: 1.3048... Generator Loss: 0.5601 Epoch 1/1 Step 1950... Discriminator Loss: 1.3539... Generator Loss: 0.6893 Epoch 1/1 Step 1960... Discriminator Loss: 1.8091... Generator Loss: 0.3532 Epoch 1/1 Step 1970... Discriminator Loss: 1.0079... Generator Loss: 1.0057 Epoch 1/1 Step 1980... Discriminator Loss: 1.5716... Generator Loss: 0.3983 Epoch 1/1 Step 1990... Discriminator Loss: 1.2688... Generator Loss: 0.6241 Epoch 1/1 Step 2000... Discriminator Loss: 1.2068... Generator Loss: 0.6927
Epoch 1/1 Step 2010... Discriminator Loss: 1.3695... Generator Loss: 0.5981 Epoch 1/1 Step 2020... Discriminator Loss: 1.2138... Generator Loss: 0.8366 Epoch 1/1 Step 2030... Discriminator Loss: 1.3388... Generator Loss: 0.6411 Epoch 1/1 Step 2040... Discriminator Loss: 1.5296... Generator Loss: 0.4163 Epoch 1/1 Step 2050... Discriminator Loss: 1.6230... Generator Loss: 0.5588 Epoch 1/1 Step 2060... Discriminator Loss: 1.2486... Generator Loss: 1.3458 Epoch 1/1 Step 2070... Discriminator Loss: 0.9192... Generator Loss: 1.4330 Epoch 1/1 Step 2080... Discriminator Loss: 1.3537... Generator Loss: 0.5573 Epoch 1/1 Step 2090... Discriminator Loss: 1.4673... Generator Loss: 0.5692 Epoch 1/1 Step 2100... Discriminator Loss: 0.6834... Generator Loss: 1.7905
Epoch 1/1 Step 2110... Discriminator Loss: 0.9404... Generator Loss: 1.6770 Epoch 1/1 Step 2120... Discriminator Loss: 1.3061... Generator Loss: 0.9952 Epoch 1/1 Step 2130... Discriminator Loss: 1.3757... Generator Loss: 0.5510 Epoch 1/1 Step 2140... Discriminator Loss: 1.4350... Generator Loss: 0.6615 Epoch 1/1 Step 2150... Discriminator Loss: 1.1373... Generator Loss: 0.8772 Epoch 1/1 Step 2160... Discriminator Loss: 1.4519... Generator Loss: 0.8265 Epoch 1/1 Step 2170... Discriminator Loss: 1.1190... Generator Loss: 0.8273 Epoch 1/1 Step 2180... Discriminator Loss: 1.4038... Generator Loss: 0.8517 Epoch 1/1 Step 2190... Discriminator Loss: 1.4302... Generator Loss: 0.7216 Epoch 1/1 Step 2200... Discriminator Loss: 1.7076... Generator Loss: 0.3853
Epoch 1/1 Step 2210... Discriminator Loss: 1.3104... Generator Loss: 0.9513 Epoch 1/1 Step 2220... Discriminator Loss: 1.0976... Generator Loss: 0.8328 Epoch 1/1 Step 2230... Discriminator Loss: 1.4569... Generator Loss: 0.4412 Epoch 1/1 Step 2240... Discriminator Loss: 1.5522... Generator Loss: 0.5080 Epoch 1/1 Step 2250... Discriminator Loss: 1.1087... Generator Loss: 0.7391 Epoch 1/1 Step 2260... Discriminator Loss: 1.1864... Generator Loss: 1.0222 Epoch 1/1 Step 2270... Discriminator Loss: 1.3395... Generator Loss: 1.0025 Epoch 1/1 Step 2280... Discriminator Loss: 0.9561... Generator Loss: 1.4047 Epoch 1/1 Step 2290... Discriminator Loss: 1.0940... Generator Loss: 0.8901 Epoch 1/1 Step 2300... Discriminator Loss: 1.3256... Generator Loss: 0.6920
Epoch 1/1 Step 2310... Discriminator Loss: 1.5196... Generator Loss: 0.7002 Epoch 1/1 Step 2320... Discriminator Loss: 1.3406... Generator Loss: 0.7437 Epoch 1/1 Step 2330... Discriminator Loss: 1.6176... Generator Loss: 0.3743 Epoch 1/1 Step 2340... Discriminator Loss: 1.0416... Generator Loss: 0.9670 Epoch 1/1 Step 2350... Discriminator Loss: 1.6913... Generator Loss: 0.5552 Epoch 1/1 Step 2360... Discriminator Loss: 1.2000... Generator Loss: 0.8550 Epoch 1/1 Step 2370... Discriminator Loss: 1.4923... Generator Loss: 0.4786 Epoch 1/1 Step 2380... Discriminator Loss: 1.4220... Generator Loss: 0.5866 Epoch 1/1 Step 2390... Discriminator Loss: 1.0643... Generator Loss: 0.8788 Epoch 1/1 Step 2400... Discriminator Loss: 1.9119... Generator Loss: 1.2986
Epoch 1/1 Step 2410... Discriminator Loss: 1.2875... Generator Loss: 0.6570 Epoch 1/1 Step 2420... Discriminator Loss: 1.3330... Generator Loss: 1.0204 Epoch 1/1 Step 2430... Discriminator Loss: 1.2018... Generator Loss: 0.8459 Epoch 1/1 Step 2440... Discriminator Loss: 1.8225... Generator Loss: 0.3176 Epoch 1/1 Step 2450... Discriminator Loss: 0.9154... Generator Loss: 1.2664 Epoch 1/1 Step 2460... Discriminator Loss: 1.4505... Generator Loss: 0.9243 Epoch 1/1 Step 2470... Discriminator Loss: 1.2179... Generator Loss: 0.6460 Epoch 1/1 Step 2480... Discriminator Loss: 1.4792... Generator Loss: 0.5950 Epoch 1/1 Step 2490... Discriminator Loss: 1.2218... Generator Loss: 0.8070 Epoch 1/1 Step 2500... Discriminator Loss: 1.2175... Generator Loss: 0.7895
Epoch 1/1 Step 2510... Discriminator Loss: 0.8911... Generator Loss: 1.1411 Epoch 1/1 Step 2520... Discriminator Loss: 1.1446... Generator Loss: 0.9551 Epoch 1/1 Step 2530... Discriminator Loss: 1.3516... Generator Loss: 0.7810 Epoch 1/1 Step 2540... Discriminator Loss: 1.0362... Generator Loss: 1.0090 Epoch 1/1 Step 2550... Discriminator Loss: 1.2283... Generator Loss: 0.9102 Epoch 1/1 Step 2560... Discriminator Loss: 1.4771... Generator Loss: 0.4169 Epoch 1/1 Step 2570... Discriminator Loss: 0.6712... Generator Loss: 1.6847 Epoch 1/1 Step 2580... Discriminator Loss: 1.2147... Generator Loss: 0.9465 Epoch 1/1 Step 2590... Discriminator Loss: 1.0054... Generator Loss: 1.1478 Epoch 1/1 Step 2600... Discriminator Loss: 1.2991... Generator Loss: 0.6462
Epoch 1/1 Step 2610... Discriminator Loss: 1.0961... Generator Loss: 0.9158 Epoch 1/1 Step 2620... Discriminator Loss: 1.2583... Generator Loss: 0.6680 Epoch 1/1 Step 2630... Discriminator Loss: 1.0795... Generator Loss: 1.5205 Epoch 1/1 Step 2640... Discriminator Loss: 1.2751... Generator Loss: 0.6592 Epoch 1/1 Step 2650... Discriminator Loss: 0.9031... Generator Loss: 1.0572 Epoch 1/1 Step 2660... Discriminator Loss: 0.9804... Generator Loss: 1.2272 Epoch 1/1 Step 2670... Discriminator Loss: 1.4111... Generator Loss: 0.9740 Epoch 1/1 Step 2680... Discriminator Loss: 1.1068... Generator Loss: 0.8219 Epoch 1/1 Step 2690... Discriminator Loss: 1.4736... Generator Loss: 1.6289 Epoch 1/1 Step 2700... Discriminator Loss: 1.2288... Generator Loss: 0.8866
Epoch 1/1 Step 2710... Discriminator Loss: 1.1130... Generator Loss: 1.8155 Epoch 1/1 Step 2720... Discriminator Loss: 1.4508... Generator Loss: 0.7309 Epoch 1/1 Step 2730... Discriminator Loss: 1.4380... Generator Loss: 0.7746 Epoch 1/1 Step 2740... Discriminator Loss: 1.1560... Generator Loss: 0.8278 Epoch 1/1 Step 2750... Discriminator Loss: 1.2441... Generator Loss: 0.9868 Epoch 1/1 Step 2760... Discriminator Loss: 0.9599... Generator Loss: 1.0048 Epoch 1/1 Step 2770... Discriminator Loss: 1.5653... Generator Loss: 0.6921 Epoch 1/1 Step 2780... Discriminator Loss: 1.6049... Generator Loss: 0.7021 Epoch 1/1 Step 2790... Discriminator Loss: 1.3823... Generator Loss: 0.6853 Epoch 1/1 Step 2800... Discriminator Loss: 1.1453... Generator Loss: 1.0238
Epoch 1/1 Step 2810... Discriminator Loss: 1.2001... Generator Loss: 0.8984 Epoch 1/1 Step 2820... Discriminator Loss: 1.6316... Generator Loss: 0.3902 Epoch 1/1 Step 2830... Discriminator Loss: 1.2309... Generator Loss: 0.9427 Epoch 1/1 Step 2840... Discriminator Loss: 1.2542... Generator Loss: 0.6681 Epoch 1/1 Step 2850... Discriminator Loss: 1.3169... Generator Loss: 0.6864 Epoch 1/1 Step 2860... Discriminator Loss: 1.0716... Generator Loss: 0.8417 Epoch 1/1 Step 2870... Discriminator Loss: 1.4093... Generator Loss: 0.4958 Epoch 1/1 Step 2880... Discriminator Loss: 1.3698... Generator Loss: 0.7783 Epoch 1/1 Step 2890... Discriminator Loss: 1.0405... Generator Loss: 1.0395 Epoch 1/1 Step 2900... Discriminator Loss: 1.5913... Generator Loss: 0.6080
Epoch 1/1 Step 2910... Discriminator Loss: 1.1742... Generator Loss: 0.8489 Epoch 1/1 Step 2920... Discriminator Loss: 1.1431... Generator Loss: 0.6733 Epoch 1/1 Step 2930... Discriminator Loss: 1.3279... Generator Loss: 0.9280 Epoch 1/1 Step 2940... Discriminator Loss: 1.7366... Generator Loss: 0.3564 Epoch 1/1 Step 2950... Discriminator Loss: 1.2697... Generator Loss: 0.9575 Epoch 1/1 Step 2960... Discriminator Loss: 1.4265... Generator Loss: 0.6433 Epoch 1/1 Step 2970... Discriminator Loss: 1.3865... Generator Loss: 0.5733 Epoch 1/1 Step 2980... Discriminator Loss: 1.5285... Generator Loss: 0.4440 Epoch 1/1 Step 2990... Discriminator Loss: 1.1413... Generator Loss: 0.8435 Epoch 1/1 Step 3000... Discriminator Loss: 1.5463... Generator Loss: 0.7320
Epoch 1/1 Step 3010... Discriminator Loss: 1.3196... Generator Loss: 0.7821 Epoch 1/1 Step 3020... Discriminator Loss: 1.1606... Generator Loss: 0.9086 Epoch 1/1 Step 3030... Discriminator Loss: 1.5746... Generator Loss: 0.6212 Epoch 1/1 Step 3040... Discriminator Loss: 1.4101... Generator Loss: 0.6792 Epoch 1/1 Step 3050... Discriminator Loss: 0.9800... Generator Loss: 1.0504 Epoch 1/1 Step 3060... Discriminator Loss: 1.3791... Generator Loss: 0.4875 Epoch 1/1 Step 3070... Discriminator Loss: 1.1503... Generator Loss: 0.7992 Epoch 1/1 Step 3080... Discriminator Loss: 1.4164... Generator Loss: 0.5391 Epoch 1/1 Step 3090... Discriminator Loss: 1.5019... Generator Loss: 0.5268 Epoch 1/1 Step 3100... Discriminator Loss: 1.1167... Generator Loss: 0.9359
Epoch 1/1 Step 3110... Discriminator Loss: 1.6017... Generator Loss: 0.3763 Epoch 1/1 Step 3120... Discriminator Loss: 1.1336... Generator Loss: 0.9028 Epoch 1/1 Step 3130... Discriminator Loss: 1.0091... Generator Loss: 0.9352 Epoch 1/1 Step 3140... Discriminator Loss: 1.2945... Generator Loss: 0.8607 Epoch 1/1 Step 3150... Discriminator Loss: 1.2922... Generator Loss: 0.6591 Epoch 1/1 Step 3160... Discriminator Loss: 1.4646... Generator Loss: 0.6922 Epoch 1/1 Step 3170... Discriminator Loss: 1.3000... Generator Loss: 0.9262 Epoch 1/1 Step 3180... Discriminator Loss: 1.2726... Generator Loss: 1.5072 Epoch 1/1 Step 3190... Discriminator Loss: 1.3653... Generator Loss: 0.5410 Epoch 1/1 Step 3200... Discriminator Loss: 1.3424... Generator Loss: 0.7457
Epoch 1/1 Step 3210... Discriminator Loss: 1.4065... Generator Loss: 0.6548 Epoch 1/1 Step 3220... Discriminator Loss: 0.9571... Generator Loss: 1.2874 Epoch 1/1 Step 3230... Discriminator Loss: 1.2747... Generator Loss: 0.5880 Epoch 1/1 Step 3240... Discriminator Loss: 1.0172... Generator Loss: 1.0870 Epoch 1/1 Step 3250... Discriminator Loss: 1.1446... Generator Loss: 0.7903 Epoch 1/1 Step 3260... Discriminator Loss: 1.4967... Generator Loss: 0.4634 Epoch 1/1 Step 3270... Discriminator Loss: 1.4419... Generator Loss: 0.4913 Epoch 1/1 Step 3280... Discriminator Loss: 1.6569... Generator Loss: 0.4143 Epoch 1/1 Step 3290... Discriminator Loss: 1.0778... Generator Loss: 1.1150 Epoch 1/1 Step 3300... Discriminator Loss: 1.4202... Generator Loss: 0.4745
Epoch 1/1 Step 3310... Discriminator Loss: 0.8178... Generator Loss: 1.2744 Epoch 1/1 Step 3320... Discriminator Loss: 1.3035... Generator Loss: 1.4377 Epoch 1/1 Step 3330... Discriminator Loss: 1.0664... Generator Loss: 2.0561 Epoch 1/1 Step 3340... Discriminator Loss: 1.2863... Generator Loss: 0.7661 Epoch 1/1 Step 3350... Discriminator Loss: 1.5050... Generator Loss: 0.6530 Epoch 1/1 Step 3360... Discriminator Loss: 1.3128... Generator Loss: 0.5846 Epoch 1/1 Step 3370... Discriminator Loss: 0.9457... Generator Loss: 1.3424 Epoch 1/1 Step 3380... Discriminator Loss: 0.6240... Generator Loss: 1.6910 Epoch 1/1 Step 3390... Discriminator Loss: 0.8749... Generator Loss: 1.1280 Epoch 1/1 Step 3400... Discriminator Loss: 1.4282... Generator Loss: 0.5079
Epoch 1/1 Step 3410... Discriminator Loss: 0.5406... Generator Loss: 1.7803 Epoch 1/1 Step 3420... Discriminator Loss: 1.2538... Generator Loss: 0.5900 Epoch 1/1 Step 3430... Discriminator Loss: 1.0981... Generator Loss: 0.8156 Epoch 1/1 Step 3440... Discriminator Loss: 1.3025... Generator Loss: 0.6572 Epoch 1/1 Step 3450... Discriminator Loss: 1.6234... Generator Loss: 0.4400 Epoch 1/1 Step 3460... Discriminator Loss: 1.2918... Generator Loss: 0.7109 Epoch 1/1 Step 3470... Discriminator Loss: 1.5619... Generator Loss: 0.4534 Epoch 1/1 Step 3480... Discriminator Loss: 1.5046... Generator Loss: 1.4515 Epoch 1/1 Step 3490... Discriminator Loss: 1.1330... Generator Loss: 0.8117 Epoch 1/1 Step 3500... Discriminator Loss: 1.2549... Generator Loss: 0.6031
Epoch 1/1 Step 3510... Discriminator Loss: 0.9181... Generator Loss: 1.0377 Epoch 1/1 Step 3520... Discriminator Loss: 1.3842... Generator Loss: 0.6046 Epoch 1/1 Step 3530... Discriminator Loss: 1.0402... Generator Loss: 1.0199 Epoch 1/1 Step 3540... Discriminator Loss: 1.3292... Generator Loss: 0.8342 Epoch 1/1 Step 3550... Discriminator Loss: 1.4313... Generator Loss: 0.5993 Epoch 1/1 Step 3560... Discriminator Loss: 1.3247... Generator Loss: 0.8530 Epoch 1/1 Step 3570... Discriminator Loss: 1.8445... Generator Loss: 0.3615 Epoch 1/1 Step 3580... Discriminator Loss: 0.9534... Generator Loss: 1.2207 Epoch 1/1 Step 3590... Discriminator Loss: 0.6572... Generator Loss: 1.6825 Epoch 1/1 Step 3600... Discriminator Loss: 1.4573... Generator Loss: 0.5049
Epoch 1/1 Step 3610... Discriminator Loss: 1.3432... Generator Loss: 0.6206 Epoch 1/1 Step 3620... Discriminator Loss: 0.9165... Generator Loss: 1.2760 Epoch 1/1 Step 3630... Discriminator Loss: 1.0739... Generator Loss: 0.7822 Epoch 1/1 Step 3640... Discriminator Loss: 1.6881... Generator Loss: 0.3111 Epoch 1/1 Step 3650... Discriminator Loss: 1.3554... Generator Loss: 0.6075 Epoch 1/1 Step 3660... Discriminator Loss: 1.1948... Generator Loss: 0.8761 Epoch 1/1 Step 3670... Discriminator Loss: 1.1173... Generator Loss: 0.8875 Epoch 1/1 Step 3680... Discriminator Loss: 1.1345... Generator Loss: 1.1458 Epoch 1/1 Step 3690... Discriminator Loss: 0.9686... Generator Loss: 0.9922 Epoch 1/1 Step 3700... Discriminator Loss: 1.5590... Generator Loss: 0.6763
Epoch 1/1 Step 3710... Discriminator Loss: 1.2597... Generator Loss: 0.8041 Epoch 1/1 Step 3720... Discriminator Loss: 1.0762... Generator Loss: 1.0697 Epoch 1/1 Step 3730... Discriminator Loss: 1.4104... Generator Loss: 0.6476 Epoch 1/1 Step 3740... Discriminator Loss: 1.1673... Generator Loss: 0.7028 Epoch 1/1 Step 3750... Discriminator Loss: 1.6191... Generator Loss: 0.5276 Epoch 1/1 Step 3760... Discriminator Loss: 1.4290... Generator Loss: 0.7574 Epoch 1/1 Step 3770... Discriminator Loss: 1.4532... Generator Loss: 0.5386 Epoch 1/1 Step 3780... Discriminator Loss: 1.1116... Generator Loss: 1.1531 Epoch 1/1 Step 3790... Discriminator Loss: 1.0906... Generator Loss: 0.9473 Epoch 1/1 Step 3800... Discriminator Loss: 1.3473... Generator Loss: 0.5402
Epoch 1/1 Step 3810... Discriminator Loss: 1.0497... Generator Loss: 0.9265 Epoch 1/1 Step 3820... Discriminator Loss: 1.3354... Generator Loss: 0.5638 Epoch 1/1 Step 3830... Discriminator Loss: 0.8442... Generator Loss: 1.6510 Epoch 1/1 Step 3840... Discriminator Loss: 1.2079... Generator Loss: 0.7149 Epoch 1/1 Step 3850... Discriminator Loss: 1.5493... Generator Loss: 0.6058 Epoch 1/1 Step 3860... Discriminator Loss: 1.1417... Generator Loss: 0.9390 Epoch 1/1 Step 3870... Discriminator Loss: 1.1398... Generator Loss: 0.6824 Epoch 1/1 Step 3880... Discriminator Loss: 1.8306... Generator Loss: 0.3685 Epoch 1/1 Step 3890... Discriminator Loss: 1.2306... Generator Loss: 0.8176 Epoch 1/1 Step 3900... Discriminator Loss: 1.2222... Generator Loss: 0.5932
Epoch 1/1 Step 3910... Discriminator Loss: 1.0728... Generator Loss: 0.9305 Epoch 1/1 Step 3920... Discriminator Loss: 1.4011... Generator Loss: 0.6492 Epoch 1/1 Step 3930... Discriminator Loss: 1.3028... Generator Loss: 1.0296 Epoch 1/1 Step 3940... Discriminator Loss: 0.8957... Generator Loss: 1.0472 Epoch 1/1 Step 3950... Discriminator Loss: 1.4097... Generator Loss: 0.7682 Epoch 1/1 Step 3960... Discriminator Loss: 1.0502... Generator Loss: 0.9687 Epoch 1/1 Step 3970... Discriminator Loss: 1.4628... Generator Loss: 0.5931 Epoch 1/1 Step 3980... Discriminator Loss: 1.2524... Generator Loss: 0.7260 Epoch 1/1 Step 3990... Discriminator Loss: 1.3197... Generator Loss: 0.6774 Epoch 1/1 Step 4000... Discriminator Loss: 1.3122... Generator Loss: 0.6221
Epoch 1/1 Step 4010... Discriminator Loss: 0.9051... Generator Loss: 1.1605 Epoch 1/1 Step 4020... Discriminator Loss: 1.6188... Generator Loss: 0.4007 Epoch 1/1 Step 4030... Discriminator Loss: 1.2808... Generator Loss: 0.6520 Epoch 1/1 Step 4040... Discriminator Loss: 1.2423... Generator Loss: 0.6495 Epoch 1/1 Step 4050... Discriminator Loss: 1.1731... Generator Loss: 0.8576 Epoch 1/1 Step 4060... Discriminator Loss: 1.5755... Generator Loss: 0.7289 Epoch 1/1 Step 4070... Discriminator Loss: 1.1087... Generator Loss: 0.7238 Epoch 1/1 Step 4080... Discriminator Loss: 1.1113... Generator Loss: 0.8665 Epoch 1/1 Step 4090... Discriminator Loss: 1.3275... Generator Loss: 0.6415 Epoch 1/1 Step 4100... Discriminator Loss: 1.2887... Generator Loss: 0.8187
Epoch 1/1 Step 4110... Discriminator Loss: 1.1416... Generator Loss: 0.9825 Epoch 1/1 Step 4120... Discriminator Loss: 1.2581... Generator Loss: 0.8032 Epoch 1/1 Step 4130... Discriminator Loss: 1.3154... Generator Loss: 0.6631 Epoch 1/1 Step 4140... Discriminator Loss: 1.2395... Generator Loss: 1.3066 Epoch 1/1 Step 4150... Discriminator Loss: 1.3717... Generator Loss: 1.4994 Epoch 1/1 Step 4160... Discriminator Loss: 1.3706... Generator Loss: 0.6506 Epoch 1/1 Step 4170... Discriminator Loss: 1.0762... Generator Loss: 0.7726 Epoch 1/1 Step 4180... Discriminator Loss: 1.0892... Generator Loss: 0.8585 Epoch 1/1 Step 4190... Discriminator Loss: 1.6276... Generator Loss: 0.4466 Epoch 1/1 Step 4200... Discriminator Loss: 1.1469... Generator Loss: 0.7180
Epoch 1/1 Step 4210... Discriminator Loss: 1.2830... Generator Loss: 0.6678 Epoch 1/1 Step 4220... Discriminator Loss: 0.8870... Generator Loss: 1.0516 Epoch 1/1 Step 4230... Discriminator Loss: 1.5373... Generator Loss: 0.5203 Epoch 1/1 Step 4240... Discriminator Loss: 1.2113... Generator Loss: 0.8670 Epoch 1/1 Step 4250... Discriminator Loss: 1.2527... Generator Loss: 0.9599 Epoch 1/1 Step 4260... Discriminator Loss: 1.2831... Generator Loss: 0.9137 Epoch 1/1 Step 4270... Discriminator Loss: 1.4665... Generator Loss: 0.7097 Epoch 1/1 Step 4280... Discriminator Loss: 1.7860... Generator Loss: 0.4296 Epoch 1/1 Step 4290... Discriminator Loss: 1.3217... Generator Loss: 0.8523 Epoch 1/1 Step 4300... Discriminator Loss: 1.3989... Generator Loss: 0.6980
Epoch 1/1 Step 4310... Discriminator Loss: 1.5046... Generator Loss: 0.4891 Epoch 1/1 Step 4320... Discriminator Loss: 1.2772... Generator Loss: 0.8436 Epoch 1/1 Step 4330... Discriminator Loss: 1.4729... Generator Loss: 0.5682 Epoch 1/1 Step 4340... Discriminator Loss: 1.2992... Generator Loss: 0.7395 Epoch 1/1 Step 4350... Discriminator Loss: 1.3322... Generator Loss: 0.7422 Epoch 1/1 Step 4360... Discriminator Loss: 1.5016... Generator Loss: 0.5521 Epoch 1/1 Step 4370... Discriminator Loss: 1.5435... Generator Loss: 0.4784 Epoch 1/1 Step 4380... Discriminator Loss: 1.4527... Generator Loss: 0.5581 Epoch 1/1 Step 4390... Discriminator Loss: 1.1652... Generator Loss: 1.1391 Epoch 1/1 Step 4400... Discriminator Loss: 1.5597... Generator Loss: 0.3954
Epoch 1/1 Step 4410... Discriminator Loss: 1.2531... Generator Loss: 0.7905 Epoch 1/1 Step 4420... Discriminator Loss: 1.1271... Generator Loss: 0.9876 Epoch 1/1 Step 4430... Discriminator Loss: 1.0952... Generator Loss: 1.0493 Epoch 1/1 Step 4440... Discriminator Loss: 1.4000... Generator Loss: 0.4879 Epoch 1/1 Step 4450... Discriminator Loss: 1.2512... Generator Loss: 0.7175 Epoch 1/1 Step 4460... Discriminator Loss: 1.0947... Generator Loss: 0.8057 Epoch 1/1 Step 4470... Discriminator Loss: 1.3605... Generator Loss: 0.8008 Epoch 1/1 Step 4480... Discriminator Loss: 1.1799... Generator Loss: 0.8447 Epoch 1/1 Step 4490... Discriminator Loss: 1.2758... Generator Loss: 0.6971 Epoch 1/1 Step 4500... Discriminator Loss: 1.3848... Generator Loss: 0.6261
Epoch 1/1 Step 4510... Discriminator Loss: 1.2526... Generator Loss: 0.9141 Epoch 1/1 Step 4520... Discriminator Loss: 1.4172... Generator Loss: 0.6472 Epoch 1/1 Step 4530... Discriminator Loss: 1.1479... Generator Loss: 0.6557 Epoch 1/1 Step 4540... Discriminator Loss: 1.1579... Generator Loss: 0.7575 Epoch 1/1 Step 4550... Discriminator Loss: 1.1679... Generator Loss: 0.7653 Epoch 1/1 Step 4560... Discriminator Loss: 1.1493... Generator Loss: 0.6992 Epoch 1/1 Step 4570... Discriminator Loss: 1.1244... Generator Loss: 0.9523 Epoch 1/1 Step 4580... Discriminator Loss: 1.1327... Generator Loss: 0.9142 Epoch 1/1 Step 4590... Discriminator Loss: 1.3701... Generator Loss: 0.6742 Epoch 1/1 Step 4600... Discriminator Loss: 1.3872... Generator Loss: 0.6844
Epoch 1/1 Step 4610... Discriminator Loss: 1.6040... Generator Loss: 0.5436 Epoch 1/1 Step 4620... Discriminator Loss: 1.4051... Generator Loss: 0.7197 Epoch 1/1 Step 4630... Discriminator Loss: 1.4963... Generator Loss: 0.7625 Epoch 1/1 Step 4640... Discriminator Loss: 1.2777... Generator Loss: 0.6827 Epoch 1/1 Step 4650... Discriminator Loss: 1.4231... Generator Loss: 0.5915 Epoch 1/1 Step 4660... Discriminator Loss: 1.2340... Generator Loss: 0.9261 Epoch 1/1 Step 4670... Discriminator Loss: 1.3666... Generator Loss: 0.6273 Epoch 1/1 Step 4680... Discriminator Loss: 1.2795... Generator Loss: 1.2789 Epoch 1/1 Step 4690... Discriminator Loss: 1.2610... Generator Loss: 0.7076 Epoch 1/1 Step 4700... Discriminator Loss: 1.2459... Generator Loss: 0.6485
Epoch 1/1 Step 4710... Discriminator Loss: 1.2752... Generator Loss: 0.8920 Epoch 1/1 Step 4720... Discriminator Loss: 1.1905... Generator Loss: 0.6686 Epoch 1/1 Step 4730... Discriminator Loss: 1.1097... Generator Loss: 0.8679 Epoch 1/1 Step 4740... Discriminator Loss: 1.4884... Generator Loss: 0.8931 Epoch 1/1 Step 4750... Discriminator Loss: 1.2427... Generator Loss: 0.8128 Epoch 1/1 Step 4760... Discriminator Loss: 1.1581... Generator Loss: 0.9020 Epoch 1/1 Step 4770... Discriminator Loss: 1.1103... Generator Loss: 1.0758 Epoch 1/1 Step 4780... Discriminator Loss: 1.5856... Generator Loss: 0.4505 Epoch 1/1 Step 4790... Discriminator Loss: 1.1351... Generator Loss: 0.8146 Epoch 1/1 Step 4800... Discriminator Loss: 1.1046... Generator Loss: 1.5503
Epoch 1/1 Step 4810... Discriminator Loss: 1.2511... Generator Loss: 0.7935 Epoch 1/1 Step 4820... Discriminator Loss: 1.4825... Generator Loss: 0.5247 Epoch 1/1 Step 4830... Discriminator Loss: 1.3364... Generator Loss: 0.7644 Epoch 1/1 Step 4840... Discriminator Loss: 1.2555... Generator Loss: 0.8001 Epoch 1/1 Step 4850... Discriminator Loss: 1.5098... Generator Loss: 0.5291 Epoch 1/1 Step 4860... Discriminator Loss: 1.1214... Generator Loss: 0.8086 Epoch 1/1 Step 4870... Discriminator Loss: 0.9471... Generator Loss: 1.0992 Epoch 1/1 Step 4880... Discriminator Loss: 1.4278... Generator Loss: 0.4923 Epoch 1/1 Step 4890... Discriminator Loss: 1.1574... Generator Loss: 0.9071 Epoch 1/1 Step 4900... Discriminator Loss: 1.3442... Generator Loss: 0.6205
Epoch 1/1 Step 4910... Discriminator Loss: 1.5675... Generator Loss: 0.5888 Epoch 1/1 Step 4920... Discriminator Loss: 1.2793... Generator Loss: 1.0379 Epoch 1/1 Step 4930... Discriminator Loss: 0.7680... Generator Loss: 1.3468 Epoch 1/1 Step 4940... Discriminator Loss: 1.1819... Generator Loss: 0.7626 Epoch 1/1 Step 4950... Discriminator Loss: 1.3576... Generator Loss: 0.5543 Epoch 1/1 Step 4960... Discriminator Loss: 1.3900... Generator Loss: 0.5422 Epoch 1/1 Step 4970... Discriminator Loss: 1.2906... Generator Loss: 0.6776 Epoch 1/1 Step 4980... Discriminator Loss: 1.5798... Generator Loss: 0.4694 Epoch 1/1 Step 4990... Discriminator Loss: 1.2321... Generator Loss: 0.7596 Epoch 1/1 Step 5000... Discriminator Loss: 1.1355... Generator Loss: 0.9503
Epoch 1/1 Step 5010... Discriminator Loss: 0.9773... Generator Loss: 1.2667 Epoch 1/1 Step 5020... Discriminator Loss: 1.3196... Generator Loss: 0.7306 Epoch 1/1 Step 5030... Discriminator Loss: 1.5416... Generator Loss: 0.5010 Epoch 1/1 Step 5040... Discriminator Loss: 1.1775... Generator Loss: 0.8473 Epoch 1/1 Step 5050... Discriminator Loss: 1.1869... Generator Loss: 1.0897 Epoch 1/1 Step 5060... Discriminator Loss: 1.3472... Generator Loss: 0.6884 Epoch 1/1 Step 5070... Discriminator Loss: 1.3159... Generator Loss: 0.7256 Epoch 1/1 Step 5080... Discriminator Loss: 1.5239... Generator Loss: 0.5269 Epoch 1/1 Step 5090... Discriminator Loss: 1.1863... Generator Loss: 0.7749 Epoch 1/1 Step 5100... Discriminator Loss: 1.2413... Generator Loss: 0.8327
Epoch 1/1 Step 5110... Discriminator Loss: 1.4640... Generator Loss: 0.6977 Epoch 1/1 Step 5120... Discriminator Loss: 1.3241... Generator Loss: 0.6868 Epoch 1/1 Step 5130... Discriminator Loss: 1.1038... Generator Loss: 0.8346 Epoch 1/1 Step 5140... Discriminator Loss: 0.9606... Generator Loss: 1.0665 Epoch 1/1 Step 5150... Discriminator Loss: 1.4141... Generator Loss: 0.7941 Epoch 1/1 Step 5160... Discriminator Loss: 1.1234... Generator Loss: 0.8069 Epoch 1/1 Step 5170... Discriminator Loss: 1.0203... Generator Loss: 1.0495 Epoch 1/1 Step 5180... Discriminator Loss: 1.8394... Generator Loss: 0.6415 Epoch 1/1 Step 5190... Discriminator Loss: 1.2397... Generator Loss: 0.7363 Epoch 1/1 Step 5200... Discriminator Loss: 1.1688... Generator Loss: 0.7336
Epoch 1/1 Step 5210... Discriminator Loss: 1.5071... Generator Loss: 0.5630 Epoch 1/1 Step 5220... Discriminator Loss: 1.2517... Generator Loss: 0.8267 Epoch 1/1 Step 5230... Discriminator Loss: 1.5373... Generator Loss: 0.4831 Epoch 1/1 Step 5240... Discriminator Loss: 1.1251... Generator Loss: 0.8354 Epoch 1/1 Step 5250... Discriminator Loss: 1.1300... Generator Loss: 1.0445 Epoch 1/1 Step 5260... Discriminator Loss: 1.2381... Generator Loss: 0.8673 Epoch 1/1 Step 5270... Discriminator Loss: 1.1528... Generator Loss: 1.0463 Epoch 1/1 Step 5280... Discriminator Loss: 1.1434... Generator Loss: 0.8151 Epoch 1/1 Step 5290... Discriminator Loss: 0.6488... Generator Loss: 2.1496 Epoch 1/1 Step 5300... Discriminator Loss: 1.0478... Generator Loss: 0.9805
Epoch 1/1 Step 5310... Discriminator Loss: 1.6222... Generator Loss: 0.4247 Epoch 1/1 Step 5320... Discriminator Loss: 1.4452... Generator Loss: 0.9035 Epoch 1/1 Step 5330... Discriminator Loss: 1.2431... Generator Loss: 0.7869 Epoch 1/1 Step 5340... Discriminator Loss: 1.3262... Generator Loss: 0.7411 Epoch 1/1 Step 5350... Discriminator Loss: 1.3289... Generator Loss: 0.7119 Epoch 1/1 Step 5360... Discriminator Loss: 1.0684... Generator Loss: 1.1943 Epoch 1/1 Step 5370... Discriminator Loss: 1.3638... Generator Loss: 0.7294 Epoch 1/1 Step 5380... Discriminator Loss: 1.3292... Generator Loss: 0.7721 Epoch 1/1 Step 5390... Discriminator Loss: 1.3045... Generator Loss: 0.7511 Epoch 1/1 Step 5400... Discriminator Loss: 1.3821... Generator Loss: 0.7198
Epoch 1/1 Step 5410... Discriminator Loss: 1.1358... Generator Loss: 1.0006 Epoch 1/1 Step 5420... Discriminator Loss: 1.2647... Generator Loss: 0.6325 Epoch 1/1 Step 5430... Discriminator Loss: 1.2682... Generator Loss: 0.7654 Epoch 1/1 Step 5440... Discriminator Loss: 1.3005... Generator Loss: 0.6969 Epoch 1/1 Step 5450... Discriminator Loss: 1.2421... Generator Loss: 0.6714 Epoch 1/1 Step 5460... Discriminator Loss: 1.3288... Generator Loss: 0.7603 Epoch 1/1 Step 5470... Discriminator Loss: 1.0214... Generator Loss: 1.1452 Epoch 1/1 Step 5480... Discriminator Loss: 1.1161... Generator Loss: 0.7809 Epoch 1/1 Step 5490... Discriminator Loss: 1.1530... Generator Loss: 0.8188 Epoch 1/1 Step 5500... Discriminator Loss: 0.8816... Generator Loss: 1.2329
Epoch 1/1 Step 5510... Discriminator Loss: 1.3048... Generator Loss: 0.6176 Epoch 1/1 Step 5520... Discriminator Loss: 1.4414... Generator Loss: 0.5286 Epoch 1/1 Step 5530... Discriminator Loss: 1.2137... Generator Loss: 0.8334 Epoch 1/1 Step 5540... Discriminator Loss: 1.1530... Generator Loss: 0.7966 Epoch 1/1 Step 5550... Discriminator Loss: 1.5004... Generator Loss: 0.4607 Epoch 1/1 Step 5560... Discriminator Loss: 1.2410... Generator Loss: 0.8145 Epoch 1/1 Step 5570... Discriminator Loss: 1.3146... Generator Loss: 0.8226 Epoch 1/1 Step 5580... Discriminator Loss: 1.4102... Generator Loss: 0.5701 Epoch 1/1 Step 5590... Discriminator Loss: 1.4799... Generator Loss: 0.7132 Epoch 1/1 Step 5600... Discriminator Loss: 1.4519... Generator Loss: 0.5701
Epoch 1/1 Step 5610... Discriminator Loss: 1.4511... Generator Loss: 0.5491 Epoch 1/1 Step 5620... Discriminator Loss: 1.3149... Generator Loss: 0.6012 Epoch 1/1 Step 5630... Discriminator Loss: 1.4393... Generator Loss: 0.5581 Epoch 1/1 Step 5640... Discriminator Loss: 1.1261... Generator Loss: 0.9926 Epoch 1/1 Step 5650... Discriminator Loss: 1.6112... Generator Loss: 0.5996 Epoch 1/1 Step 5660... Discriminator Loss: 1.1766... Generator Loss: 0.8223 Epoch 1/1 Step 5670... Discriminator Loss: 1.0761... Generator Loss: 1.2080 Epoch 1/1 Step 5680... Discriminator Loss: 1.3688... Generator Loss: 0.6634 Epoch 1/1 Step 5690... Discriminator Loss: 1.2002... Generator Loss: 0.7413 Epoch 1/1 Step 5700... Discriminator Loss: 1.3081... Generator Loss: 0.6533
Epoch 1/1 Step 5710... Discriminator Loss: 1.1480... Generator Loss: 0.8601 Epoch 1/1 Step 5720... Discriminator Loss: 1.5220... Generator Loss: 0.7322 Epoch 1/1 Step 5730... Discriminator Loss: 1.2345... Generator Loss: 0.9238 Epoch 1/1 Step 5740... Discriminator Loss: 1.3431... Generator Loss: 0.7175 Epoch 1/1 Step 5750... Discriminator Loss: 1.3746... Generator Loss: 0.7482 Epoch 1/1 Step 5760... Discriminator Loss: 1.1284... Generator Loss: 0.7962 Epoch 1/1 Step 5770... Discriminator Loss: 1.0588... Generator Loss: 0.9869 Epoch 1/1 Step 5780... Discriminator Loss: 1.5756... Generator Loss: 0.6740 Epoch 1/1 Step 5790... Discriminator Loss: 1.3172... Generator Loss: 0.7440 Epoch 1/1 Step 5800... Discriminator Loss: 0.9493... Generator Loss: 1.0723
Epoch 1/1 Step 5810... Discriminator Loss: 0.7744... Generator Loss: 1.2212 Epoch 1/1 Step 5820... Discriminator Loss: 2.0016... Generator Loss: 0.2507 Epoch 1/1 Step 5830... Discriminator Loss: 1.2639... Generator Loss: 0.5652 Epoch 1/1 Step 5840... Discriminator Loss: 1.1743... Generator Loss: 1.6267 Epoch 1/1 Step 5850... Discriminator Loss: 1.0826... Generator Loss: 1.0608 Epoch 1/1 Step 5860... Discriminator Loss: 1.8046... Generator Loss: 0.2799 Epoch 1/1 Step 5870... Discriminator Loss: 1.5279... Generator Loss: 0.5466 Epoch 1/1 Step 5880... Discriminator Loss: 1.8817... Generator Loss: 0.5317 Epoch 1/1 Step 5890... Discriminator Loss: 1.4907... Generator Loss: 0.6199 Epoch 1/1 Step 5900... Discriminator Loss: 1.2219... Generator Loss: 0.8085
Epoch 1/1 Step 5910... Discriminator Loss: 1.2940... Generator Loss: 0.6247 Epoch 1/1 Step 5920... Discriminator Loss: 1.0131... Generator Loss: 0.9599 Epoch 1/1 Step 5930... Discriminator Loss: 1.3150... Generator Loss: 0.7738 Epoch 1/1 Step 5940... Discriminator Loss: 1.4177... Generator Loss: 0.6615 Epoch 1/1 Step 5950... Discriminator Loss: 0.8535... Generator Loss: 1.0959 Epoch 1/1 Step 5960... Discriminator Loss: 0.9877... Generator Loss: 1.1843 Epoch 1/1 Step 5970... Discriminator Loss: 1.4346... Generator Loss: 0.5726 Epoch 1/1 Step 5980... Discriminator Loss: 1.4112... Generator Loss: 0.6474 Epoch 1/1 Step 5990... Discriminator Loss: 1.1736... Generator Loss: 0.8010 Epoch 1/1 Step 6000... Discriminator Loss: 1.4047... Generator Loss: 0.7684
Epoch 1/1 Step 6010... Discriminator Loss: 1.2251... Generator Loss: 0.7980 Epoch 1/1 Step 6020... Discriminator Loss: 1.2203... Generator Loss: 0.8184 Epoch 1/1 Step 6030... Discriminator Loss: 1.3745... Generator Loss: 0.7077 Epoch 1/1 Step 6040... Discriminator Loss: 1.1248... Generator Loss: 0.9594 Epoch 1/1 Step 6050... Discriminator Loss: 1.2627... Generator Loss: 0.7227 Epoch 1/1 Step 6060... Discriminator Loss: 1.0260... Generator Loss: 0.8989 Epoch 1/1 Step 6070... Discriminator Loss: 1.3364... Generator Loss: 0.7983 Epoch 1/1 Step 6080... Discriminator Loss: 1.2222... Generator Loss: 0.8540 Epoch 1/1 Step 6090... Discriminator Loss: 1.3700... Generator Loss: 0.6663 Epoch 1/1 Step 6100... Discriminator Loss: 1.3590... Generator Loss: 0.9593
Epoch 1/1 Step 6110... Discriminator Loss: 1.4174... Generator Loss: 0.6710 Epoch 1/1 Step 6120... Discriminator Loss: 1.2182... Generator Loss: 0.8057 Epoch 1/1 Step 6130... Discriminator Loss: 1.5318... Generator Loss: 0.5998 Epoch 1/1 Step 6140... Discriminator Loss: 0.9104... Generator Loss: 1.1056 Epoch 1/1 Step 6150... Discriminator Loss: 1.5346... Generator Loss: 1.1803 Epoch 1/1 Step 6160... Discriminator Loss: 1.3652... Generator Loss: 0.6699 Epoch 1/1 Step 6170... Discriminator Loss: 1.1766... Generator Loss: 0.8267 Epoch 1/1 Step 6180... Discriminator Loss: 1.2200... Generator Loss: 0.7327 Epoch 1/1 Step 6190... Discriminator Loss: 1.4282... Generator Loss: 0.7789 Epoch 1/1 Step 6200... Discriminator Loss: 1.0160... Generator Loss: 0.9752
Epoch 1/1 Step 6210... Discriminator Loss: 1.6055... Generator Loss: 0.5420 Epoch 1/1 Step 6220... Discriminator Loss: 1.3667... Generator Loss: 0.6092 Epoch 1/1 Step 6230... Discriminator Loss: 1.1512... Generator Loss: 0.9501 Epoch 1/1 Step 6240... Discriminator Loss: 1.2799... Generator Loss: 0.7690 Epoch 1/1 Step 6250... Discriminator Loss: 1.7190... Generator Loss: 0.4618 Epoch 1/1 Step 6260... Discriminator Loss: 1.1170... Generator Loss: 0.9171 Epoch 1/1 Step 6270... Discriminator Loss: 1.3902... Generator Loss: 0.5552 Epoch 1/1 Step 6280... Discriminator Loss: 1.1200... Generator Loss: 1.0328 Epoch 1/1 Step 6290... Discriminator Loss: 1.7921... Generator Loss: 0.4523 Epoch 1/1 Step 6300... Discriminator Loss: 1.2457... Generator Loss: 0.7595
Epoch 1/1 Step 6310... Discriminator Loss: 1.3348... Generator Loss: 0.6056 Epoch 1/1 Step 6320... Discriminator Loss: 1.2301... Generator Loss: 0.7422 Epoch 1/1 Step 6330... Discriminator Loss: 1.2333... Generator Loss: 0.6674 Epoch 1/1 Step 6340... Discriminator Loss: 1.5438... Generator Loss: 0.4294 Epoch 1/1 Step 6350... Discriminator Loss: 1.3542... Generator Loss: 0.8570 Epoch 1/1 Step 6360... Discriminator Loss: 1.9595... Generator Loss: 0.3113 Epoch 1/1 Step 6370... Discriminator Loss: 1.4382... Generator Loss: 0.6643 Epoch 1/1 Step 6380... Discriminator Loss: 1.2197... Generator Loss: 0.7207 Epoch 1/1 Step 6390... Discriminator Loss: 1.3066... Generator Loss: 1.0418 Epoch 1/1 Step 6400... Discriminator Loss: 1.3101... Generator Loss: 0.8059
Epoch 1/1 Step 6410... Discriminator Loss: 1.5829... Generator Loss: 0.5744 Epoch 1/1 Step 6420... Discriminator Loss: 1.3347... Generator Loss: 0.8949 Epoch 1/1 Step 6430... Discriminator Loss: 1.4381... Generator Loss: 0.6597 Epoch 1/1 Step 6440... Discriminator Loss: 1.3279... Generator Loss: 0.5802 Epoch 1/1 Step 6450... Discriminator Loss: 1.2764... Generator Loss: 0.7458 Epoch 1/1 Step 6460... Discriminator Loss: 1.0603... Generator Loss: 1.1698 Epoch 1/1 Step 6470... Discriminator Loss: 1.0381... Generator Loss: 1.3113 Epoch 1/1 Step 6480... Discriminator Loss: 1.0745... Generator Loss: 0.8645 Epoch 1/1 Step 6490... Discriminator Loss: 1.1583... Generator Loss: 0.8222 Epoch 1/1 Step 6500... Discriminator Loss: 1.2443... Generator Loss: 0.6860
Epoch 1/1 Step 6510... Discriminator Loss: 1.5649... Generator Loss: 0.4916 Epoch 1/1 Step 6520... Discriminator Loss: 1.3119... Generator Loss: 0.6144 Epoch 1/1 Step 6530... Discriminator Loss: 1.2998... Generator Loss: 0.7938 Epoch 1/1 Step 6540... Discriminator Loss: 1.1819... Generator Loss: 0.8566 Epoch 1/1 Step 6550... Discriminator Loss: 1.1581... Generator Loss: 1.0417 Epoch 1/1 Step 6560... Discriminator Loss: 1.8313... Generator Loss: 0.4467 Epoch 1/1 Step 6570... Discriminator Loss: 1.3583... Generator Loss: 0.7632 Epoch 1/1 Step 6580... Discriminator Loss: 1.0981... Generator Loss: 1.0601 Epoch 1/1 Step 6590... Discriminator Loss: 1.2450... Generator Loss: 0.6934 Epoch 1/1 Step 6600... Discriminator Loss: 1.3011... Generator Loss: 0.8827
Epoch 1/1 Step 6610... Discriminator Loss: 1.5354... Generator Loss: 0.4713 Epoch 1/1 Step 6620... Discriminator Loss: 1.3742... Generator Loss: 0.7273 Epoch 1/1 Step 6630... Discriminator Loss: 1.4899... Generator Loss: 0.6480 Epoch 1/1 Step 6640... Discriminator Loss: 1.6039... Generator Loss: 0.5698 Epoch 1/1 Step 6650... Discriminator Loss: 1.4638... Generator Loss: 0.6917 Epoch 1/1 Step 6660... Discriminator Loss: 1.2172... Generator Loss: 0.8612 Epoch 1/1 Step 6670... Discriminator Loss: 1.3462... Generator Loss: 0.7989 Epoch 1/1 Step 6680... Discriminator Loss: 1.4704... Generator Loss: 0.6136 Epoch 1/1 Step 6690... Discriminator Loss: 1.3988... Generator Loss: 0.6151 Epoch 1/1 Step 6700... Discriminator Loss: 1.6189... Generator Loss: 0.6014
Epoch 1/1 Step 6710... Discriminator Loss: 1.3695... Generator Loss: 0.6860 Epoch 1/1 Step 6720... Discriminator Loss: 1.2626... Generator Loss: 0.6830 Epoch 1/1 Step 6730... Discriminator Loss: 1.2861... Generator Loss: 0.6323 Epoch 1/1 Step 6740... Discriminator Loss: 1.5201... Generator Loss: 0.6085 Epoch 1/1 Step 6750... Discriminator Loss: 1.2714... Generator Loss: 0.7572 Epoch 1/1 Step 6760... Discriminator Loss: 1.2589... Generator Loss: 0.6864 Epoch 1/1 Step 6770... Discriminator Loss: 1.0922... Generator Loss: 0.9270 Epoch 1/1 Step 6780... Discriminator Loss: 1.4101... Generator Loss: 0.9468 Epoch 1/1 Step 6790... Discriminator Loss: 1.0994... Generator Loss: 0.9783 Epoch 1/1 Step 6800... Discriminator Loss: 1.2582... Generator Loss: 0.7505
Epoch 1/1 Step 6810... Discriminator Loss: 1.0885... Generator Loss: 0.9186 Epoch 1/1 Step 6820... Discriminator Loss: 1.2799... Generator Loss: 0.7924 Epoch 1/1 Step 6830... Discriminator Loss: 1.4656... Generator Loss: 0.6014 Epoch 1/1 Step 6840... Discriminator Loss: 1.3522... Generator Loss: 0.7394 Epoch 1/1 Step 6850... Discriminator Loss: 1.3900... Generator Loss: 0.8659 Epoch 1/1 Step 6860... Discriminator Loss: 1.2470... Generator Loss: 0.8385 Epoch 1/1 Step 6870... Discriminator Loss: 1.4191... Generator Loss: 0.6386 Epoch 1/1 Step 6880... Discriminator Loss: 1.5403... Generator Loss: 0.5597 Epoch 1/1 Step 6890... Discriminator Loss: 1.4676... Generator Loss: 0.6094 Epoch 1/1 Step 6900... Discriminator Loss: 1.1968... Generator Loss: 0.6613
Epoch 1/1 Step 6910... Discriminator Loss: 1.2875... Generator Loss: 0.6980 Epoch 1/1 Step 6920... Discriminator Loss: 1.0392... Generator Loss: 1.1031 Epoch 1/1 Step 6930... Discriminator Loss: 1.3061... Generator Loss: 0.6851 Epoch 1/1 Step 6940... Discriminator Loss: 1.5362... Generator Loss: 0.5674 Epoch 1/1 Step 6950... Discriminator Loss: 1.0344... Generator Loss: 0.8683 Epoch 1/1 Step 6960... Discriminator Loss: 1.4745... Generator Loss: 0.5470 Epoch 1/1 Step 6970... Discriminator Loss: 1.3076... Generator Loss: 0.7239 Epoch 1/1 Step 6980... Discriminator Loss: 1.2988... Generator Loss: 0.8314 Epoch 1/1 Step 6990... Discriminator Loss: 1.3507... Generator Loss: 0.7644 Epoch 1/1 Step 7000... Discriminator Loss: 1.4165... Generator Loss: 0.7458
Epoch 1/1 Step 7010... Discriminator Loss: 1.3332... Generator Loss: 0.7462 Epoch 1/1 Step 7020... Discriminator Loss: 1.1968... Generator Loss: 0.8867 Epoch 1/1 Step 7030... Discriminator Loss: 1.3116... Generator Loss: 0.7301 Epoch 1/1 Step 7040... Discriminator Loss: 1.2272... Generator Loss: 0.7392 Epoch 1/1 Step 7050... Discriminator Loss: 1.5262... Generator Loss: 0.5613 Epoch 1/1 Step 7060... Discriminator Loss: 1.3929... Generator Loss: 1.2047 Epoch 1/1 Step 7070... Discriminator Loss: 1.3950... Generator Loss: 0.6417 Epoch 1/1 Step 7080... Discriminator Loss: 1.3706... Generator Loss: 0.7412 Epoch 1/1 Step 7090... Discriminator Loss: 1.1837... Generator Loss: 0.8058 Epoch 1/1 Step 7100... Discriminator Loss: 1.3864... Generator Loss: 0.6293
Epoch 1/1 Step 7110... Discriminator Loss: 1.5600... Generator Loss: 0.6801 Epoch 1/1 Step 7120... Discriminator Loss: 1.2405... Generator Loss: 0.7883 Epoch 1/1 Step 7130... Discriminator Loss: 1.4171... Generator Loss: 0.8136 Epoch 1/1 Step 7140... Discriminator Loss: 1.2212... Generator Loss: 0.7489 Epoch 1/1 Step 7150... Discriminator Loss: 1.0562... Generator Loss: 0.9460 Epoch 1/1 Step 7160... Discriminator Loss: 1.3218... Generator Loss: 0.8096 Epoch 1/1 Step 7170... Discriminator Loss: 1.4986... Generator Loss: 0.5687 Epoch 1/1 Step 7180... Discriminator Loss: 1.2968... Generator Loss: 0.7254 Epoch 1/1 Step 7190... Discriminator Loss: 1.2236... Generator Loss: 0.8744 Epoch 1/1 Step 7200... Discriminator Loss: 1.3376... Generator Loss: 0.6828
Epoch 1/1 Step 7210... Discriminator Loss: 1.4841... Generator Loss: 0.4969 Epoch 1/1 Step 7220... Discriminator Loss: 1.2194... Generator Loss: 0.8263 Epoch 1/1 Step 7230... Discriminator Loss: 1.2120... Generator Loss: 0.7799 Epoch 1/1 Step 7240... Discriminator Loss: 1.3551... Generator Loss: 0.6634 Epoch 1/1 Step 7250... Discriminator Loss: 1.1367... Generator Loss: 0.8483 Epoch 1/1 Step 7260... Discriminator Loss: 1.6826... Generator Loss: 0.4562 Epoch 1/1 Step 7270... Discriminator Loss: 1.2857... Generator Loss: 0.8039 Epoch 1/1 Step 7280... Discriminator Loss: 1.2289... Generator Loss: 0.7438 Epoch 1/1 Step 7290... Discriminator Loss: 1.3574... Generator Loss: 0.7183 Epoch 1/1 Step 7300... Discriminator Loss: 1.2120... Generator Loss: 0.9130
Epoch 1/1 Step 7310... Discriminator Loss: 1.2488... Generator Loss: 0.7765 Epoch 1/1 Step 7320... Discriminator Loss: 1.4900... Generator Loss: 0.5870 Epoch 1/1 Step 7330... Discriminator Loss: 1.6418... Generator Loss: 0.5588 Epoch 1/1 Step 7340... Discriminator Loss: 1.1398... Generator Loss: 0.8604 Epoch 1/1 Step 7350... Discriminator Loss: 1.1950... Generator Loss: 0.8810 Epoch 1/1 Step 7360... Discriminator Loss: 1.4023... Generator Loss: 1.0472 Epoch 1/1 Step 7370... Discriminator Loss: 0.9585... Generator Loss: 1.2455 Epoch 1/1 Step 7380... Discriminator Loss: 1.3909... Generator Loss: 0.8262 Epoch 1/1 Step 7390... Discriminator Loss: 1.2848... Generator Loss: 0.7536 Epoch 1/1 Step 7400... Discriminator Loss: 1.2340... Generator Loss: 0.7477
Epoch 1/1 Step 7410... Discriminator Loss: 1.3726... Generator Loss: 0.8275 Epoch 1/1 Step 7420... Discriminator Loss: 1.4346... Generator Loss: 0.6798 Epoch 1/1 Step 7430... Discriminator Loss: 1.4330... Generator Loss: 0.5932 Epoch 1/1 Step 7440... Discriminator Loss: 1.2098... Generator Loss: 0.8181 Epoch 1/1 Step 7450... Discriminator Loss: 1.4492... Generator Loss: 0.7107 Epoch 1/1 Step 7460... Discriminator Loss: 1.2700... Generator Loss: 0.8206 Epoch 1/1 Step 7470... Discriminator Loss: 1.2950... Generator Loss: 0.9104 Epoch 1/1 Step 7480... Discriminator Loss: 1.3548... Generator Loss: 0.6917 Epoch 1/1 Step 7490... Discriminator Loss: 1.4492... Generator Loss: 0.7475 Epoch 1/1 Step 7500... Discriminator Loss: 1.2871... Generator Loss: 0.6365
Epoch 1/1 Step 7510... Discriminator Loss: 1.3068... Generator Loss: 0.6862 Epoch 1/1 Step 7520... Discriminator Loss: 1.2357... Generator Loss: 0.7739 Epoch 1/1 Step 7530... Discriminator Loss: 1.0740... Generator Loss: 0.8744 Epoch 1/1 Step 7540... Discriminator Loss: 1.5106... Generator Loss: 0.6947 Epoch 1/1 Step 7550... Discriminator Loss: 1.3719... Generator Loss: 0.7244 Epoch 1/1 Step 7560... Discriminator Loss: 1.3771... Generator Loss: 0.6981 Epoch 1/1 Step 7570... Discriminator Loss: 1.1427... Generator Loss: 0.8754 Epoch 1/1 Step 7580... Discriminator Loss: 1.4070... Generator Loss: 0.5562 Epoch 1/1 Step 7590... Discriminator Loss: 1.3210... Generator Loss: 0.7322 Epoch 1/1 Step 7600... Discriminator Loss: 1.3888... Generator Loss: 0.6402
Epoch 1/1 Step 7610... Discriminator Loss: 1.2594... Generator Loss: 0.7236 Epoch 1/1 Step 7620... Discriminator Loss: 1.4342... Generator Loss: 0.6081 Epoch 1/1 Step 7630... Discriminator Loss: 1.2967... Generator Loss: 0.7771 Epoch 1/1 Step 7640... Discriminator Loss: 1.2496... Generator Loss: 0.7336 Epoch 1/1 Step 7650... Discriminator Loss: 1.3130... Generator Loss: 0.7504 Epoch 1/1 Step 7660... Discriminator Loss: 1.5485... Generator Loss: 0.6086 Epoch 1/1 Step 7670... Discriminator Loss: 1.4421... Generator Loss: 0.6724 Epoch 1/1 Step 7680... Discriminator Loss: 1.0711... Generator Loss: 0.8260 Epoch 1/1 Step 7690... Discriminator Loss: 1.3801... Generator Loss: 0.7031 Epoch 1/1 Step 7700... Discriminator Loss: 1.4121... Generator Loss: 0.5727
Epoch 1/1 Step 7710... Discriminator Loss: 1.2225... Generator Loss: 0.7531 Epoch 1/1 Step 7720... Discriminator Loss: 1.3896... Generator Loss: 0.7068 Epoch 1/1 Step 7730... Discriminator Loss: 1.1122... Generator Loss: 1.0145 Epoch 1/1 Step 7740... Discriminator Loss: 1.3135... Generator Loss: 0.7000 Epoch 1/1 Step 7750... Discriminator Loss: 1.1777... Generator Loss: 0.8501 Epoch 1/1 Step 7760... Discriminator Loss: 1.5580... Generator Loss: 0.5391 Epoch 1/1 Step 7770... Discriminator Loss: 1.4561... Generator Loss: 0.6182 Epoch 1/1 Step 7780... Discriminator Loss: 1.5285... Generator Loss: 0.5351 Epoch 1/1 Step 7790... Discriminator Loss: 1.2743... Generator Loss: 0.8124 Epoch 1/1 Step 7800... Discriminator Loss: 1.1763... Generator Loss: 0.7915
Epoch 1/1 Step 7810... Discriminator Loss: 1.6259... Generator Loss: 0.6305 Epoch 1/1 Step 7820... Discriminator Loss: 1.3806... Generator Loss: 0.8112 Epoch 1/1 Step 7830... Discriminator Loss: 1.2748... Generator Loss: 0.7119 Epoch 1/1 Step 7840... Discriminator Loss: 1.3654... Generator Loss: 0.7825 Epoch 1/1 Step 7850... Discriminator Loss: 1.4489... Generator Loss: 0.5488 Epoch 1/1 Step 7860... Discriminator Loss: 1.2495... Generator Loss: 0.7261 Epoch 1/1 Step 7870... Discriminator Loss: 1.4299... Generator Loss: 0.7069 Epoch 1/1 Step 7880... Discriminator Loss: 1.1934... Generator Loss: 0.8266 Epoch 1/1 Step 7890... Discriminator Loss: 1.3841... Generator Loss: 0.7660 Epoch 1/1 Step 7900... Discriminator Loss: 1.0930... Generator Loss: 1.0127
Epoch 1/1 Step 7910... Discriminator Loss: 1.2345... Generator Loss: 0.8178 Epoch 1/1 Step 7920... Discriminator Loss: 1.3143... Generator Loss: 0.7757 Epoch 1/1 Step 7930... Discriminator Loss: 1.3052... Generator Loss: 0.8270 Epoch 1/1 Step 7940... Discriminator Loss: 1.0441... Generator Loss: 1.0133 Epoch 1/1 Step 7950... Discriminator Loss: 1.1428... Generator Loss: 0.9626 Epoch 1/1 Step 7960... Discriminator Loss: 1.3066... Generator Loss: 0.7393 Epoch 1/1 Step 7970... Discriminator Loss: 1.2468... Generator Loss: 0.8507 Epoch 1/1 Step 7980... Discriminator Loss: 1.5119... Generator Loss: 0.7112 Epoch 1/1 Step 7990... Discriminator Loss: 1.1978... Generator Loss: 0.7414 Epoch 1/1 Step 8000... Discriminator Loss: 1.4483... Generator Loss: 0.7965
Epoch 1/1 Step 8010... Discriminator Loss: 1.3747... Generator Loss: 0.7465 Epoch 1/1 Step 8020... Discriminator Loss: 1.6695... Generator Loss: 0.5423 Epoch 1/1 Step 8030... Discriminator Loss: 1.4859... Generator Loss: 0.5456 Epoch 1/1 Step 8040... Discriminator Loss: 1.3378... Generator Loss: 0.7184 Epoch 1/1 Step 8050... Discriminator Loss: 1.3663... Generator Loss: 0.7177 Epoch 1/1 Step 8060... Discriminator Loss: 1.2150... Generator Loss: 0.7441 Epoch 1/1 Step 8070... Discriminator Loss: 1.3965... Generator Loss: 0.6477 Epoch 1/1 Step 8080... Discriminator Loss: 1.1466... Generator Loss: 0.9669 Epoch 1/1 Step 8090... Discriminator Loss: 1.2854... Generator Loss: 0.7450 Epoch 1/1 Step 8100... Discriminator Loss: 1.3268... Generator Loss: 0.9022
Epoch 1/1 Step 8110... Discriminator Loss: 1.5308... Generator Loss: 0.5692 Epoch 1/1 Step 8120... Discriminator Loss: 1.3758... Generator Loss: 0.6679 Epoch 1/1 Step 8130... Discriminator Loss: 0.9983... Generator Loss: 0.8442 Epoch 1/1 Step 8140... Discriminator Loss: 1.2624... Generator Loss: 0.8096 Epoch 1/1 Step 8150... Discriminator Loss: 0.9305... Generator Loss: 1.7502 Epoch 1/1 Step 8160... Discriminator Loss: 1.2049... Generator Loss: 0.7165 Epoch 1/1 Step 8170... Discriminator Loss: 1.1433... Generator Loss: 0.9531 Epoch 1/1 Step 8180... Discriminator Loss: 1.3999... Generator Loss: 0.8076 Epoch 1/1 Step 8190... Discriminator Loss: 1.1725... Generator Loss: 0.8219 Epoch 1/1 Step 8200... Discriminator Loss: 1.3723... Generator Loss: 0.5434
Epoch 1/1 Step 8210... Discriminator Loss: 1.3846... Generator Loss: 0.6996 Epoch 1/1 Step 8220... Discriminator Loss: 1.2366... Generator Loss: 0.6918 Epoch 1/1 Step 8230... Discriminator Loss: 1.2548... Generator Loss: 0.9218 Epoch 1/1 Step 8240... Discriminator Loss: 1.5467... Generator Loss: 0.5952 Epoch 1/1 Step 8250... Discriminator Loss: 1.2624... Generator Loss: 0.7406 Epoch 1/1 Step 8260... Discriminator Loss: 1.2371... Generator Loss: 0.9376 Epoch 1/1 Step 8270... Discriminator Loss: 1.4222... Generator Loss: 0.7286 Epoch 1/1 Step 8280... Discriminator Loss: 1.3552... Generator Loss: 0.7515 Epoch 1/1 Step 8290... Discriminator Loss: 1.4048... Generator Loss: 0.9152 Epoch 1/1 Step 8300... Discriminator Loss: 1.2354... Generator Loss: 0.7697
Epoch 1/1 Step 8310... Discriminator Loss: 1.2820... Generator Loss: 0.6922 Epoch 1/1 Step 8320... Discriminator Loss: 1.0848... Generator Loss: 0.9195 Epoch 1/1 Step 8330... Discriminator Loss: 1.4338... Generator Loss: 0.5692 Epoch 1/1 Step 8340... Discriminator Loss: 1.3065... Generator Loss: 0.7020 Epoch 1/1 Step 8350... Discriminator Loss: 1.4344... Generator Loss: 0.6797 Epoch 1/1 Step 8360... Discriminator Loss: 1.2906... Generator Loss: 0.8243 Epoch 1/1 Step 8370... Discriminator Loss: 1.2885... Generator Loss: 0.7516 Epoch 1/1 Step 8380... Discriminator Loss: 1.1930... Generator Loss: 0.8806 Epoch 1/1 Step 8390... Discriminator Loss: 1.3124... Generator Loss: 0.7015 Epoch 1/1 Step 8400... Discriminator Loss: 1.2544... Generator Loss: 0.7472
Epoch 1/1 Step 8410... Discriminator Loss: 1.4051... Generator Loss: 0.7429 Epoch 1/1 Step 8420... Discriminator Loss: 1.5894... Generator Loss: 0.6310 Epoch 1/1 Step 8430... Discriminator Loss: 1.2257... Generator Loss: 0.7524 Epoch 1/1 Step 8440... Discriminator Loss: 1.3434... Generator Loss: 0.7301 Epoch 1/1 Step 8450... Discriminator Loss: 1.2527... Generator Loss: 0.7421 Epoch 1/1 Step 8460... Discriminator Loss: 1.4983... Generator Loss: 0.5881 Epoch 1/1 Step 8470... Discriminator Loss: 1.3656... Generator Loss: 0.7473 Epoch 1/1 Step 8480... Discriminator Loss: 1.1752... Generator Loss: 0.8921 Epoch 1/1 Step 8490... Discriminator Loss: 1.3338... Generator Loss: 0.7209 Epoch 1/1 Step 8500... Discriminator Loss: 1.5094... Generator Loss: 0.5489
Epoch 1/1 Step 8510... Discriminator Loss: 1.4326... Generator Loss: 0.6131 Epoch 1/1 Step 8520... Discriminator Loss: 1.1973... Generator Loss: 0.8279 Epoch 1/1 Step 8530... Discriminator Loss: 1.4344... Generator Loss: 0.6903 Epoch 1/1 Step 8540... Discriminator Loss: 1.3965... Generator Loss: 0.6898 Epoch 1/1 Step 8550... Discriminator Loss: 1.2708... Generator Loss: 0.7380 Epoch 1/1 Step 8560... Discriminator Loss: 1.5389... Generator Loss: 0.5771 Epoch 1/1 Step 8570... Discriminator Loss: 1.4961... Generator Loss: 0.5791 Epoch 1/1 Step 8580... Discriminator Loss: 1.4595... Generator Loss: 0.7093 Epoch 1/1 Step 8590... Discriminator Loss: 1.2477... Generator Loss: 0.8799 Epoch 1/1 Step 8600... Discriminator Loss: 1.2705... Generator Loss: 0.8105
Epoch 1/1 Step 8610... Discriminator Loss: 1.2298... Generator Loss: 0.8225 Epoch 1/1 Step 8620... Discriminator Loss: 1.1860... Generator Loss: 0.7767 Epoch 1/1 Step 8630... Discriminator Loss: 1.4177... Generator Loss: 0.6543 Epoch 1/1 Step 8640... Discriminator Loss: 1.3105... Generator Loss: 0.7485 Epoch 1/1 Step 8650... Discriminator Loss: 1.6247... Generator Loss: 0.5599 Epoch 1/1 Step 8660... Discriminator Loss: 1.1762... Generator Loss: 0.9558 Epoch 1/1 Step 8670... Discriminator Loss: 1.1493... Generator Loss: 0.8552 Epoch 1/1 Step 8680... Discriminator Loss: 1.1626... Generator Loss: 0.8323 Epoch 1/1 Step 8690... Discriminator Loss: 1.3769... Generator Loss: 0.6425 Epoch 1/1 Step 8700... Discriminator Loss: 1.4094... Generator Loss: 0.6528
Epoch 1/1 Step 8710... Discriminator Loss: 1.2013... Generator Loss: 0.9425 Epoch 1/1 Step 8720... Discriminator Loss: 1.2683... Generator Loss: 0.9472 Epoch 1/1 Step 8730... Discriminator Loss: 1.0923... Generator Loss: 1.0389 Epoch 1/1 Step 8740... Discriminator Loss: 1.3184... Generator Loss: 0.6279 Epoch 1/1 Step 8750... Discriminator Loss: 1.3826... Generator Loss: 0.7155 Epoch 1/1 Step 8760... Discriminator Loss: 1.3490... Generator Loss: 0.7605 Epoch 1/1 Step 8770... Discriminator Loss: 1.4921... Generator Loss: 0.7613 Epoch 1/1 Step 8780... Discriminator Loss: 1.3435... Generator Loss: 0.7311 Epoch 1/1 Step 8790... Discriminator Loss: 1.2904... Generator Loss: 0.7883 Epoch 1/1 Step 8800... Discriminator Loss: 1.2665... Generator Loss: 0.8344
Epoch 1/1 Step 8810... Discriminator Loss: 1.1726... Generator Loss: 0.8385 Epoch 1/1 Step 8820... Discriminator Loss: 1.0868... Generator Loss: 0.9296 Epoch 1/1 Step 8830... Discriminator Loss: 1.3775... Generator Loss: 0.6590 Epoch 1/1 Step 8840... Discriminator Loss: 1.3330... Generator Loss: 0.6854 Epoch 1/1 Step 8850... Discriminator Loss: 1.3025... Generator Loss: 0.7035 Epoch 1/1 Step 8860... Discriminator Loss: 1.3079... Generator Loss: 0.7500 Epoch 1/1 Step 8870... Discriminator Loss: 1.2361... Generator Loss: 0.7968 Epoch 1/1 Step 8880... Discriminator Loss: 1.3598... Generator Loss: 0.8476 Epoch 1/1 Step 8890... Discriminator Loss: 1.3782... Generator Loss: 0.7283 Epoch 1/1 Step 8900... Discriminator Loss: 1.1879... Generator Loss: 0.7927
Epoch 1/1 Step 8910... Discriminator Loss: 1.3163... Generator Loss: 0.6561 Epoch 1/1 Step 8920... Discriminator Loss: 1.5614... Generator Loss: 0.6094 Epoch 1/1 Step 8930... Discriminator Loss: 1.3432... Generator Loss: 0.6994 Epoch 1/1 Step 8940... Discriminator Loss: 1.5108... Generator Loss: 0.5596 Epoch 1/1 Step 8950... Discriminator Loss: 1.2889... Generator Loss: 0.8312 Epoch 1/1 Step 8960... Discriminator Loss: 1.2884... Generator Loss: 0.7662 Epoch 1/1 Step 8970... Discriminator Loss: 1.4657... Generator Loss: 0.7264 Epoch 1/1 Step 8980... Discriminator Loss: 1.2712... Generator Loss: 0.7004 Epoch 1/1 Step 8990... Discriminator Loss: 1.1467... Generator Loss: 0.9013 Epoch 1/1 Step 9000... Discriminator Loss: 1.3788... Generator Loss: 0.6808
Epoch 1/1 Step 9010... Discriminator Loss: 1.4870... Generator Loss: 0.6939 Epoch 1/1 Step 9020... Discriminator Loss: 1.3147... Generator Loss: 0.7354 Epoch 1/1 Step 9030... Discriminator Loss: 1.4066... Generator Loss: 0.6704 Epoch 1/1 Step 9040... Discriminator Loss: 1.3954... Generator Loss: 0.7320 Epoch 1/1 Step 9050... Discriminator Loss: 1.3683... Generator Loss: 0.6822 Epoch 1/1 Step 9060... Discriminator Loss: 1.3525... Generator Loss: 0.7337 Epoch 1/1 Step 9070... Discriminator Loss: 1.4134... Generator Loss: 0.6945 Epoch 1/1 Step 9080... Discriminator Loss: 1.3435... Generator Loss: 0.6565 Epoch 1/1 Step 9090... Discriminator Loss: 1.3728... Generator Loss: 0.7314 Epoch 1/1 Step 9100... Discriminator Loss: 1.2705... Generator Loss: 0.8285
Epoch 1/1 Step 9110... Discriminator Loss: 1.4244... Generator Loss: 0.7252 Epoch 1/1 Step 9120... Discriminator Loss: 1.2814... Generator Loss: 0.8248 Epoch 1/1 Step 9130... Discriminator Loss: 1.2398... Generator Loss: 0.7944 Epoch 1/1 Step 9140... Discriminator Loss: 1.5607... Generator Loss: 0.6284 Epoch 1/1 Step 9150... Discriminator Loss: 1.3643... Generator Loss: 0.6403 Epoch 1/1 Step 9160... Discriminator Loss: 1.1994... Generator Loss: 1.0168 Epoch 1/1 Step 9170... Discriminator Loss: 1.3077... Generator Loss: 0.8223 Epoch 1/1 Step 9180... Discriminator Loss: 1.3936... Generator Loss: 0.7489 Epoch 1/1 Step 9190... Discriminator Loss: 1.2303... Generator Loss: 0.8521 Epoch 1/1 Step 9200... Discriminator Loss: 1.3561... Generator Loss: 0.7857
Epoch 1/1 Step 9210... Discriminator Loss: 1.3348... Generator Loss: 0.7520 Epoch 1/1 Step 9220... Discriminator Loss: 1.2289... Generator Loss: 0.8056 Epoch 1/1 Step 9230... Discriminator Loss: 1.4104... Generator Loss: 0.7644 Epoch 1/1 Step 9240... Discriminator Loss: 1.3119... Generator Loss: 0.7974 Epoch 1/1 Step 9250... Discriminator Loss: 1.2565... Generator Loss: 0.8421 Epoch 1/1 Step 9260... Discriminator Loss: 1.2888... Generator Loss: 0.6988 Epoch 1/1 Step 9270... Discriminator Loss: 1.2592... Generator Loss: 0.8439 Epoch 1/1 Step 9280... Discriminator Loss: 1.1927... Generator Loss: 0.8052 Epoch 1/1 Step 9290... Discriminator Loss: 1.2603... Generator Loss: 0.8434 Epoch 1/1 Step 9300... Discriminator Loss: 1.2913... Generator Loss: 0.8800
Epoch 1/1 Step 9310... Discriminator Loss: 1.4502... Generator Loss: 0.6224 Epoch 1/1 Step 9320... Discriminator Loss: 1.2439... Generator Loss: 0.7954 Epoch 1/1 Step 9330... Discriminator Loss: 1.3377... Generator Loss: 0.7540 Epoch 1/1 Step 9340... Discriminator Loss: 1.2636... Generator Loss: 0.7442 Epoch 1/1 Step 9350... Discriminator Loss: 1.3738... Generator Loss: 0.6228 Epoch 1/1 Step 9360... Discriminator Loss: 1.4353... Generator Loss: 0.5991 Epoch 1/1 Step 9370... Discriminator Loss: 1.3786... Generator Loss: 0.7041 Epoch 1/1 Step 9380... Discriminator Loss: 1.3156... Generator Loss: 0.6394 Epoch 1/1 Step 9390... Discriminator Loss: 1.0250... Generator Loss: 0.9188 Epoch 1/1 Step 9400... Discriminator Loss: 1.3455... Generator Loss: 0.6806
Epoch 1/1 Step 9410... Discriminator Loss: 1.2751... Generator Loss: 0.7871 Epoch 1/1 Step 9420... Discriminator Loss: 1.1440... Generator Loss: 0.8728 Epoch 1/1 Step 9430... Discriminator Loss: 1.3733... Generator Loss: 0.6619 Epoch 1/1 Step 9440... Discriminator Loss: 1.3669... Generator Loss: 0.7007 Epoch 1/1 Step 9450... Discriminator Loss: 1.3634... Generator Loss: 0.6865 Epoch 1/1 Step 9460... Discriminator Loss: 1.1053... Generator Loss: 0.9819 Epoch 1/1 Step 9470... Discriminator Loss: 1.3336... Generator Loss: 0.8802 Epoch 1/1 Step 9480... Discriminator Loss: 1.3748... Generator Loss: 0.7330 Epoch 1/1 Step 9490... Discriminator Loss: 1.3726... Generator Loss: 0.7772 Epoch 1/1 Step 9500... Discriminator Loss: 1.1684... Generator Loss: 0.7872
Epoch 1/1 Step 9510... Discriminator Loss: 1.3991... Generator Loss: 0.7066 Epoch 1/1 Step 9520... Discriminator Loss: 1.3993... Generator Loss: 0.7979 Epoch 1/1 Step 9530... Discriminator Loss: 1.2275... Generator Loss: 0.7429 Epoch 1/1 Step 9540... Discriminator Loss: 1.4782... Generator Loss: 0.7288 Epoch 1/1 Step 9550... Discriminator Loss: 1.3449... Generator Loss: 0.7379 Epoch 1/1 Step 9560... Discriminator Loss: 1.3392... Generator Loss: 0.7689 Epoch 1/1 Step 9570... Discriminator Loss: 1.1329... Generator Loss: 0.9136 Epoch 1/1 Step 9580... Discriminator Loss: 1.3807... Generator Loss: 0.6609 Epoch 1/1 Step 9590... Discriminator Loss: 1.2227... Generator Loss: 0.7447 Epoch 1/1 Step 9600... Discriminator Loss: 1.3203... Generator Loss: 0.7044
Epoch 1/1 Step 9610... Discriminator Loss: 1.4456... Generator Loss: 0.6409 Epoch 1/1 Step 9620... Discriminator Loss: 1.3454... Generator Loss: 0.7860 Epoch 1/1 Step 9630... Discriminator Loss: 1.4214... Generator Loss: 0.6581 Epoch 1/1 Step 9640... Discriminator Loss: 1.4304... Generator Loss: 0.6667 Epoch 1/1 Step 9650... Discriminator Loss: 1.4894... Generator Loss: 0.5907 Epoch 1/1 Step 9660... Discriminator Loss: 1.2663... Generator Loss: 0.7700 Epoch 1/1 Step 9670... Discriminator Loss: 1.4278... Generator Loss: 0.6983 Epoch 1/1 Step 9680... Discriminator Loss: 1.3474... Generator Loss: 0.7037 Epoch 1/1 Step 9690... Discriminator Loss: 1.2507... Generator Loss: 0.8393 Epoch 1/1 Step 9700... Discriminator Loss: 1.4801... Generator Loss: 0.6430
Epoch 1/1 Step 9710... Discriminator Loss: 1.4743... Generator Loss: 0.7437 Epoch 1/1 Step 9720... Discriminator Loss: 1.1427... Generator Loss: 0.7442 Epoch 1/1 Step 9730... Discriminator Loss: 1.2114... Generator Loss: 0.8710 Epoch 1/1 Step 9740... Discriminator Loss: 1.1478... Generator Loss: 0.8538 Epoch 1/1 Step 9750... Discriminator Loss: 1.2032... Generator Loss: 0.8181 Epoch 1/1 Step 9760... Discriminator Loss: 1.3530... Generator Loss: 0.8301 Epoch 1/1 Step 9770... Discriminator Loss: 1.3592... Generator Loss: 0.6643 Epoch 1/1 Step 9780... Discriminator Loss: 1.3211... Generator Loss: 0.8093 Epoch 1/1 Step 9790... Discriminator Loss: 1.4874... Generator Loss: 0.6528 Epoch 1/1 Step 9800... Discriminator Loss: 1.2651... Generator Loss: 0.7891
Epoch 1/1 Step 9810... Discriminator Loss: 1.2640... Generator Loss: 0.7551 Epoch 1/1 Step 9820... Discriminator Loss: 1.3621... Generator Loss: 0.8590 Epoch 1/1 Step 9830... Discriminator Loss: 1.2737... Generator Loss: 0.6576 Epoch 1/1 Step 9840... Discriminator Loss: 1.2663... Generator Loss: 0.7532 Epoch 1/1 Step 9850... Discriminator Loss: 1.2111... Generator Loss: 0.8109 Epoch 1/1 Step 9860... Discriminator Loss: 1.3510... Generator Loss: 0.6571 Epoch 1/1 Step 9870... Discriminator Loss: 1.3687... Generator Loss: 0.6967 Epoch 1/1 Step 9880... Discriminator Loss: 1.4412... Generator Loss: 0.6287 Epoch 1/1 Step 9890... Discriminator Loss: 1.2648... Generator Loss: 0.8323 Epoch 1/1 Step 9900... Discriminator Loss: 1.2531... Generator Loss: 0.8001
Epoch 1/1 Step 9910... Discriminator Loss: 1.3942... Generator Loss: 0.7088 Epoch 1/1 Step 9920... Discriminator Loss: 1.2536... Generator Loss: 0.7903 Epoch 1/1 Step 9930... Discriminator Loss: 1.2897... Generator Loss: 0.7367 Epoch 1/1 Step 9940... Discriminator Loss: 1.4480... Generator Loss: 0.6502 Epoch 1/1 Step 9950... Discriminator Loss: 1.6204... Generator Loss: 0.5588 Epoch 1/1 Step 9960... Discriminator Loss: 1.3030... Generator Loss: 0.8140 Epoch 1/1 Step 9970... Discriminator Loss: 1.3024... Generator Loss: 0.9048 Epoch 1/1 Step 9980... Discriminator Loss: 1.3947... Generator Loss: 0.7591 Epoch 1/1 Step 9990... Discriminator Loss: 1.2468... Generator Loss: 0.8097 Epoch 1/1 Step 10000... Discriminator Loss: 1.2649... Generator Loss: 0.6566
Epoch 1/1 Step 10010... Discriminator Loss: 1.5092... Generator Loss: 0.6526 Epoch 1/1 Step 10020... Discriminator Loss: 1.3859... Generator Loss: 0.8208 Epoch 1/1 Step 10030... Discriminator Loss: 1.5551... Generator Loss: 0.6143 Epoch 1/1 Step 10040... Discriminator Loss: 1.4570... Generator Loss: 0.7136 Epoch 1/1 Step 10050... Discriminator Loss: 1.3412... Generator Loss: 0.7267 Epoch 1/1 Step 10060... Discriminator Loss: 1.2403... Generator Loss: 0.7388 Epoch 1/1 Step 10070... Discriminator Loss: 1.3033... Generator Loss: 0.8069 Epoch 1/1 Step 10080... Discriminator Loss: 1.3134... Generator Loss: 0.7014 Epoch 1/1 Step 10090... Discriminator Loss: 1.4414... Generator Loss: 0.7517 Epoch 1/1 Step 10100... Discriminator Loss: 1.5223... Generator Loss: 0.6161
Epoch 1/1 Step 10110... Discriminator Loss: 1.2960... Generator Loss: 0.8256 Epoch 1/1 Step 10120... Discriminator Loss: 1.1602... Generator Loss: 0.9100 Epoch 1/1 Step 10130... Discriminator Loss: 1.3137... Generator Loss: 0.7902 Epoch 1/1 Step 10140... Discriminator Loss: 1.3455... Generator Loss: 0.6988 Epoch 1/1 Step 10150... Discriminator Loss: 1.3177... Generator Loss: 0.6955 Epoch 1/1 Step 10160... Discriminator Loss: 1.2727... Generator Loss: 0.8297 Epoch 1/1 Step 10170... Discriminator Loss: 1.2676... Generator Loss: 0.8138 Epoch 1/1 Step 10180... Discriminator Loss: 1.4582... Generator Loss: 0.7419 Epoch 1/1 Step 10190... Discriminator Loss: 1.3184... Generator Loss: 0.8458 Epoch 1/1 Step 10200... Discriminator Loss: 1.3440... Generator Loss: 0.6773
Epoch 1/1 Step 10210... Discriminator Loss: 1.2227... Generator Loss: 0.8024 Epoch 1/1 Step 10220... Discriminator Loss: 1.3819... Generator Loss: 0.7011 Epoch 1/1 Step 10230... Discriminator Loss: 1.3541... Generator Loss: 0.8420 Epoch 1/1 Step 10240... Discriminator Loss: 1.4263... Generator Loss: 0.7461 Epoch 1/1 Step 10250... Discriminator Loss: 1.3791... Generator Loss: 0.7258 Epoch 1/1 Step 10260... Discriminator Loss: 1.1928... Generator Loss: 0.7306 Epoch 1/1 Step 10270... Discriminator Loss: 1.1961... Generator Loss: 0.8019 Epoch 1/1 Step 10280... Discriminator Loss: 1.1804... Generator Loss: 0.8297 Epoch 1/1 Step 10290... Discriminator Loss: 1.3230... Generator Loss: 0.7497 Epoch 1/1 Step 10300... Discriminator Loss: 1.2668... Generator Loss: 0.7641
Epoch 1/1 Step 10310... Discriminator Loss: 1.5244... Generator Loss: 0.5483 Epoch 1/1 Step 10320... Discriminator Loss: 1.2890... Generator Loss: 0.8028 Epoch 1/1 Step 10330... Discriminator Loss: 1.3954... Generator Loss: 0.6737 Epoch 1/1 Step 10340... Discriminator Loss: 1.1034... Generator Loss: 0.7613 Epoch 1/1 Step 10350... Discriminator Loss: 1.2630... Generator Loss: 0.8568 Epoch 1/1 Step 10360... Discriminator Loss: 1.2772... Generator Loss: 0.7871 Epoch 1/1 Step 10370... Discriminator Loss: 1.2353... Generator Loss: 0.8116 Epoch 1/1 Step 10380... Discriminator Loss: 1.2171... Generator Loss: 0.9132 Epoch 1/1 Step 10390... Discriminator Loss: 1.3368... Generator Loss: 0.7952 Epoch 1/1 Step 10400... Discriminator Loss: 0.9585... Generator Loss: 1.0588
Epoch 1/1 Step 10410... Discriminator Loss: 1.3739... Generator Loss: 0.7215 Epoch 1/1 Step 10420... Discriminator Loss: 1.2823... Generator Loss: 0.7666 Epoch 1/1 Step 10430... Discriminator Loss: 1.3884... Generator Loss: 0.8351 Epoch 1/1 Step 10440... Discriminator Loss: 1.3860... Generator Loss: 0.7101 Epoch 1/1 Step 10450... Discriminator Loss: 1.5306... Generator Loss: 0.5689 Epoch 1/1 Step 10460... Discriminator Loss: 1.1914... Generator Loss: 0.8193 Epoch 1/1 Step 10470... Discriminator Loss: 1.1594... Generator Loss: 0.9838 Epoch 1/1 Step 10480... Discriminator Loss: 1.3111... Generator Loss: 0.6995 Epoch 1/1 Step 10490... Discriminator Loss: 1.2917... Generator Loss: 0.8113 Epoch 1/1 Step 10500... Discriminator Loss: 1.2697... Generator Loss: 0.7833
Epoch 1/1 Step 10510... Discriminator Loss: 1.4316... Generator Loss: 0.7373 Epoch 1/1 Step 10520... Discriminator Loss: 1.5515... Generator Loss: 0.6774 Epoch 1/1 Step 10530... Discriminator Loss: 1.2350... Generator Loss: 0.7357 Epoch 1/1 Step 10540... Discriminator Loss: 1.6099... Generator Loss: 0.4887 Epoch 1/1 Step 10550... Discriminator Loss: 1.3146... Generator Loss: 0.8025 Epoch 1/1 Step 10560... Discriminator Loss: 1.4889... Generator Loss: 0.5925 Epoch 1/1 Step 10570... Discriminator Loss: 1.1712... Generator Loss: 0.8953 Epoch 1/1 Step 10580... Discriminator Loss: 1.2212... Generator Loss: 0.7866 Epoch 1/1 Step 10590... Discriminator Loss: 1.2443... Generator Loss: 0.8180 Epoch 1/1 Step 10600... Discriminator Loss: 1.2894... Generator Loss: 0.8294
Epoch 1/1 Step 10610... Discriminator Loss: 1.1891... Generator Loss: 0.9380 Epoch 1/1 Step 10620... Discriminator Loss: 1.4503... Generator Loss: 0.7383 Epoch 1/1 Step 10630... Discriminator Loss: 1.3578... Generator Loss: 0.7313 Epoch 1/1 Step 10640... Discriminator Loss: 1.4482... Generator Loss: 0.6481 Epoch 1/1 Step 10650... Discriminator Loss: 1.3116... Generator Loss: 0.7166 Epoch 1/1 Step 10660... Discriminator Loss: 1.3807... Generator Loss: 0.7732 Epoch 1/1 Step 10670... Discriminator Loss: 1.5046... Generator Loss: 0.5775 Epoch 1/1 Step 10680... Discriminator Loss: 1.3278... Generator Loss: 0.7397 Epoch 1/1 Step 10690... Discriminator Loss: 1.3480... Generator Loss: 0.6934 Epoch 1/1 Step 10700... Discriminator Loss: 1.3850... Generator Loss: 0.7502
Epoch 1/1 Step 10710... Discriminator Loss: 1.3530... Generator Loss: 0.7361 Epoch 1/1 Step 10720... Discriminator Loss: 1.4958... Generator Loss: 0.6225 Epoch 1/1 Step 10730... Discriminator Loss: 1.2261... Generator Loss: 0.7847 Epoch 1/1 Step 10740... Discriminator Loss: 1.2601... Generator Loss: 0.7017 Epoch 1/1 Step 10750... Discriminator Loss: 1.2675... Generator Loss: 0.8861 Epoch 1/1 Step 10760... Discriminator Loss: 1.4664... Generator Loss: 0.6202 Epoch 1/1 Step 10770... Discriminator Loss: 1.3159... Generator Loss: 0.7280 Epoch 1/1 Step 10780... Discriminator Loss: 1.4494... Generator Loss: 0.6082 Epoch 1/1 Step 10790... Discriminator Loss: 1.4138... Generator Loss: 0.7187 Epoch 1/1 Step 10800... Discriminator Loss: 1.2264... Generator Loss: 0.7973
Epoch 1/1 Step 10810... Discriminator Loss: 1.3300... Generator Loss: 0.7458 Epoch 1/1 Step 10820... Discriminator Loss: 1.3662... Generator Loss: 0.7567 Epoch 1/1 Step 10830... Discriminator Loss: 1.3119... Generator Loss: 0.8261 Epoch 1/1 Step 10840... Discriminator Loss: 1.5662... Generator Loss: 0.6967 Epoch 1/1 Step 10850... Discriminator Loss: 1.4957... Generator Loss: 0.5974 Epoch 1/1 Step 10860... Discriminator Loss: 1.1593... Generator Loss: 0.8410 Epoch 1/1 Step 10870... Discriminator Loss: 1.5949... Generator Loss: 0.6020 Epoch 1/1 Step 10880... Discriminator Loss: 1.4470... Generator Loss: 0.7194 Epoch 1/1 Step 10890... Discriminator Loss: 1.3423... Generator Loss: 0.7214 Epoch 1/1 Step 10900... Discriminator Loss: 1.4204... Generator Loss: 0.7246
Epoch 1/1 Step 10910... Discriminator Loss: 1.4253... Generator Loss: 0.6974 Epoch 1/1 Step 10920... Discriminator Loss: 1.3155... Generator Loss: 0.8018 Epoch 1/1 Step 10930... Discriminator Loss: 1.5682... Generator Loss: 0.5650 Epoch 1/1 Step 10940... Discriminator Loss: 1.3590... Generator Loss: 0.6284 Epoch 1/1 Step 10950... Discriminator Loss: 1.4533... Generator Loss: 0.7193 Epoch 1/1 Step 10960... Discriminator Loss: 1.2859... Generator Loss: 0.7785 Epoch 1/1 Step 10970... Discriminator Loss: 1.4276... Generator Loss: 0.7008 Epoch 1/1 Step 10980... Discriminator Loss: 1.3153... Generator Loss: 0.7735 Epoch 1/1 Step 10990... Discriminator Loss: 1.4241... Generator Loss: 0.7566 Epoch 1/1 Step 11000... Discriminator Loss: 1.2247... Generator Loss: 0.8066
Epoch 1/1 Step 11010... Discriminator Loss: 1.4013... Generator Loss: 0.7095 Epoch 1/1 Step 11020... Discriminator Loss: 1.4490... Generator Loss: 0.7175 Epoch 1/1 Step 11030... Discriminator Loss: 1.3341... Generator Loss: 0.7272 Epoch 1/1 Step 11040... Discriminator Loss: 1.4031... Generator Loss: 0.7578 Epoch 1/1 Step 11050... Discriminator Loss: 1.3265... Generator Loss: 0.8076 Epoch 1/1 Step 11060... Discriminator Loss: 1.3703... Generator Loss: 0.8342 Epoch 1/1 Step 11070... Discriminator Loss: 1.3137... Generator Loss: 0.7500 Epoch 1/1 Step 11080... Discriminator Loss: 1.2064... Generator Loss: 0.8112 Epoch 1/1 Step 11090... Discriminator Loss: 1.3079... Generator Loss: 0.7234 Epoch 1/1 Step 11100... Discriminator Loss: 1.3763... Generator Loss: 0.6372
Epoch 1/1 Step 11110... Discriminator Loss: 1.4967... Generator Loss: 0.6590 Epoch 1/1 Step 11120... Discriminator Loss: 1.2761... Generator Loss: 0.7688 Epoch 1/1 Step 11130... Discriminator Loss: 1.3617... Generator Loss: 0.8102 Epoch 1/1 Step 11140... Discriminator Loss: 1.3753... Generator Loss: 0.8260 Epoch 1/1 Step 11150... Discriminator Loss: 1.4752... Generator Loss: 0.7314 Epoch 1/1 Step 11160... Discriminator Loss: 1.3037... Generator Loss: 0.7521 Epoch 1/1 Step 11170... Discriminator Loss: 1.3285... Generator Loss: 0.7548 Epoch 1/1 Step 11180... Discriminator Loss: 1.4004... Generator Loss: 0.6559 Epoch 1/1 Step 11190... Discriminator Loss: 1.5485... Generator Loss: 0.6039 Epoch 1/1 Step 11200... Discriminator Loss: 1.4224... Generator Loss: 0.7443
Epoch 1/1 Step 11210... Discriminator Loss: 1.4382... Generator Loss: 0.7012 Epoch 1/1 Step 11220... Discriminator Loss: 1.3246... Generator Loss: 0.7926 Epoch 1/1 Step 11230... Discriminator Loss: 1.3259... Generator Loss: 0.7850 Epoch 1/1 Step 11240... Discriminator Loss: 1.4591... Generator Loss: 0.6289 Epoch 1/1 Step 11250... Discriminator Loss: 1.4580... Generator Loss: 0.6780 Epoch 1/1 Step 11260... Discriminator Loss: 1.2337... Generator Loss: 0.8872 Epoch 1/1 Step 11270... Discriminator Loss: 1.4289... Generator Loss: 0.7254 Epoch 1/1 Step 11280... Discriminator Loss: 1.3092... Generator Loss: 0.8145 Epoch 1/1 Step 11290... Discriminator Loss: 1.5313... Generator Loss: 0.7375 Epoch 1/1 Step 11300... Discriminator Loss: 1.4396... Generator Loss: 0.7125
Epoch 1/1 Step 11310... Discriminator Loss: 1.2368... Generator Loss: 0.8445 Epoch 1/1 Step 11320... Discriminator Loss: 1.2303... Generator Loss: 0.8764 Epoch 1/1 Step 11330... Discriminator Loss: 1.2480... Generator Loss: 0.8428 Epoch 1/1 Step 11340... Discriminator Loss: 1.4538... Generator Loss: 0.7260 Epoch 1/1 Step 11350... Discriminator Loss: 1.4560... Generator Loss: 0.6997 Epoch 1/1 Step 11360... Discriminator Loss: 1.4102... Generator Loss: 0.7902 Epoch 1/1 Step 11370... Discriminator Loss: 1.6081... Generator Loss: 0.5939 Epoch 1/1 Step 11380... Discriminator Loss: 1.0520... Generator Loss: 1.0853 Epoch 1/1 Step 11390... Discriminator Loss: 1.4802... Generator Loss: 0.6610 Epoch 1/1 Step 11400... Discriminator Loss: 1.2766... Generator Loss: 0.8033
Epoch 1/1 Step 11410... Discriminator Loss: 1.2973... Generator Loss: 0.7174 Epoch 1/1 Step 11420... Discriminator Loss: 1.5546... Generator Loss: 0.6382 Epoch 1/1 Step 11430... Discriminator Loss: 1.1313... Generator Loss: 1.0173 Epoch 1/1 Step 11440... Discriminator Loss: 1.4121... Generator Loss: 0.7077 Epoch 1/1 Step 11450... Discriminator Loss: 1.2715... Generator Loss: 0.9897 Epoch 1/1 Step 11460... Discriminator Loss: 1.3475... Generator Loss: 0.7955 Epoch 1/1 Step 11470... Discriminator Loss: 1.4240... Generator Loss: 0.6872 Epoch 1/1 Step 11480... Discriminator Loss: 1.2618... Generator Loss: 0.7631 Epoch 1/1 Step 11490... Discriminator Loss: 1.4175... Generator Loss: 0.6422 Epoch 1/1 Step 11500... Discriminator Loss: 1.3786... Generator Loss: 0.7535
Epoch 1/1 Step 11510... Discriminator Loss: 1.4553... Generator Loss: 0.7049 Epoch 1/1 Step 11520... Discriminator Loss: 1.6341... Generator Loss: 0.5435 Epoch 1/1 Step 11530... Discriminator Loss: 1.3401... Generator Loss: 0.7218 Epoch 1/1 Step 11540... Discriminator Loss: 1.3528... Generator Loss: 0.7293 Epoch 1/1 Step 11550... Discriminator Loss: 1.5051... Generator Loss: 0.6029 Epoch 1/1 Step 11560... Discriminator Loss: 1.4271... Generator Loss: 0.7778 Epoch 1/1 Step 11570... Discriminator Loss: 1.3209... Generator Loss: 0.7196 Epoch 1/1 Step 11580... Discriminator Loss: 1.3946... Generator Loss: 0.6936 Epoch 1/1 Step 11590... Discriminator Loss: 1.4402... Generator Loss: 0.6965 Epoch 1/1 Step 11600... Discriminator Loss: 1.4197... Generator Loss: 0.6482
Epoch 1/1 Step 11610... Discriminator Loss: 1.3448... Generator Loss: 0.9320 Epoch 1/1 Step 11620... Discriminator Loss: 1.0735... Generator Loss: 1.0336 Epoch 1/1 Step 11630... Discriminator Loss: 1.3818... Generator Loss: 0.7115 Epoch 1/1 Step 11640... Discriminator Loss: 1.3882... Generator Loss: 0.7426 Epoch 1/1 Step 11650... Discriminator Loss: 1.3533... Generator Loss: 0.7215 Epoch 1/1 Step 11660... Discriminator Loss: 1.2492... Generator Loss: 0.8076 Epoch 1/1 Step 11670... Discriminator Loss: 1.5087... Generator Loss: 0.7105 Epoch 1/1 Step 11680... Discriminator Loss: 1.1884... Generator Loss: 0.9908 Epoch 1/1 Step 11690... Discriminator Loss: 1.3501... Generator Loss: 0.7534 Epoch 1/1 Step 11700... Discriminator Loss: 1.3344... Generator Loss: 0.6869
Epoch 1/1 Step 11710... Discriminator Loss: 1.2904... Generator Loss: 0.7339 Epoch 1/1 Step 11720... Discriminator Loss: 1.4135... Generator Loss: 0.8187 Epoch 1/1 Step 11730... Discriminator Loss: 1.3358... Generator Loss: 0.7350 Epoch 1/1 Step 11740... Discriminator Loss: 1.3381... Generator Loss: 0.8062 Epoch 1/1 Step 11750... Discriminator Loss: 1.3346... Generator Loss: 0.8295 Epoch 1/1 Step 11760... Discriminator Loss: 1.2882... Generator Loss: 0.8068 Epoch 1/1 Step 11770... Discriminator Loss: 1.3372... Generator Loss: 0.7681 Epoch 1/1 Step 11780... Discriminator Loss: 1.4254... Generator Loss: 0.7131 Epoch 1/1 Step 11790... Discriminator Loss: 1.3405... Generator Loss: 0.9077 Epoch 1/1 Step 11800... Discriminator Loss: 1.5228... Generator Loss: 0.6913
Epoch 1/1 Step 11810... Discriminator Loss: 1.3631... Generator Loss: 0.7735 Epoch 1/1 Step 11820... Discriminator Loss: 1.3631... Generator Loss: 0.6951 Epoch 1/1 Step 11830... Discriminator Loss: 1.2480... Generator Loss: 0.8208 Epoch 1/1 Step 11840... Discriminator Loss: 1.3976... Generator Loss: 0.7155 Epoch 1/1 Step 11850... Discriminator Loss: 1.3928... Generator Loss: 0.7462 Epoch 1/1 Step 11860... Discriminator Loss: 1.2583... Generator Loss: 0.7924 Epoch 1/1 Step 11870... Discriminator Loss: 1.3249... Generator Loss: 0.7950 Epoch 1/1 Step 11880... Discriminator Loss: 1.3963... Generator Loss: 0.7313 Epoch 1/1 Step 11890... Discriminator Loss: 1.3615... Generator Loss: 0.8105 Epoch 1/1 Step 11900... Discriminator Loss: 1.2847... Generator Loss: 0.8712
Epoch 1/1 Step 11910... Discriminator Loss: 1.3047... Generator Loss: 0.6941 Epoch 1/1 Step 11920... Discriminator Loss: 1.2441... Generator Loss: 0.8230 Epoch 1/1 Step 11930... Discriminator Loss: 1.3310... Generator Loss: 0.7807 Epoch 1/1 Step 11940... Discriminator Loss: 1.3962... Generator Loss: 0.6935 Epoch 1/1 Step 11950... Discriminator Loss: 1.5406... Generator Loss: 0.6134 Epoch 1/1 Step 11960... Discriminator Loss: 1.3325... Generator Loss: 0.8834 Epoch 1/1 Step 11970... Discriminator Loss: 1.3975... Generator Loss: 0.6152 Epoch 1/1 Step 11980... Discriminator Loss: 1.2839... Generator Loss: 0.7653 Epoch 1/1 Step 11990... Discriminator Loss: 1.3180... Generator Loss: 0.8218 Epoch 1/1 Step 12000... Discriminator Loss: 1.3125... Generator Loss: 0.8517
Epoch 1/1 Step 12010... Discriminator Loss: 1.4036... Generator Loss: 0.7334 Epoch 1/1 Step 12020... Discriminator Loss: 1.3230... Generator Loss: 0.7501 Epoch 1/1 Step 12030... Discriminator Loss: 1.3335... Generator Loss: 0.7611 Epoch 1/1 Step 12040... Discriminator Loss: 1.3844... Generator Loss: 0.6756 Epoch 1/1 Step 12050... Discriminator Loss: 1.2220... Generator Loss: 0.7869 Epoch 1/1 Step 12060... Discriminator Loss: 1.4845... Generator Loss: 0.6774 Epoch 1/1 Step 12070... Discriminator Loss: 1.3106... Generator Loss: 0.7783 Epoch 1/1 Step 12080... Discriminator Loss: 1.3680... Generator Loss: 0.7855 Epoch 1/1 Step 12090... Discriminator Loss: 1.3583... Generator Loss: 0.7796 Epoch 1/1 Step 12100... Discriminator Loss: 1.4148... Generator Loss: 0.7166
Epoch 1/1 Step 12110... Discriminator Loss: 1.3686... Generator Loss: 0.7341 Epoch 1/1 Step 12120... Discriminator Loss: 1.3239... Generator Loss: 0.7201 Epoch 1/1 Step 12130... Discriminator Loss: 1.2121... Generator Loss: 0.9813 Epoch 1/1 Step 12140... Discriminator Loss: 1.4051... Generator Loss: 0.7739 Epoch 1/1 Step 12150... Discriminator Loss: 1.3431... Generator Loss: 0.9005 Epoch 1/1 Step 12160... Discriminator Loss: 1.2812... Generator Loss: 0.7551 Epoch 1/1 Step 12170... Discriminator Loss: 1.3344... Generator Loss: 0.7849 Epoch 1/1 Step 12180... Discriminator Loss: 1.2825... Generator Loss: 0.8571 Epoch 1/1 Step 12190... Discriminator Loss: 1.4139... Generator Loss: 0.6729 Epoch 1/1 Step 12200... Discriminator Loss: 1.2929... Generator Loss: 0.7638
Epoch 1/1 Step 12210... Discriminator Loss: 1.3405... Generator Loss: 0.6986 Epoch 1/1 Step 12220... Discriminator Loss: 1.3830... Generator Loss: 0.6548 Epoch 1/1 Step 12230... Discriminator Loss: 1.4336... Generator Loss: 0.7010 Epoch 1/1 Step 12240... Discriminator Loss: 1.2715... Generator Loss: 0.7685 Epoch 1/1 Step 12250... Discriminator Loss: 1.3561... Generator Loss: 0.7394 Epoch 1/1 Step 12260... Discriminator Loss: 1.2601... Generator Loss: 0.8947 Epoch 1/1 Step 12270... Discriminator Loss: 1.2806... Generator Loss: 0.8705 Epoch 1/1 Step 12280... Discriminator Loss: 1.3546... Generator Loss: 0.7721 Epoch 1/1 Step 12290... Discriminator Loss: 1.1908... Generator Loss: 0.9709 Epoch 1/1 Step 12300... Discriminator Loss: 1.5922... Generator Loss: 0.7005
Epoch 1/1 Step 12310... Discriminator Loss: 1.5117... Generator Loss: 0.6070 Epoch 1/1 Step 12320... Discriminator Loss: 1.4235... Generator Loss: 0.7461 Epoch 1/1 Step 12330... Discriminator Loss: 1.4084... Generator Loss: 0.7818 Epoch 1/1 Step 12340... Discriminator Loss: 1.4435... Generator Loss: 0.7366 Epoch 1/1 Step 12350... Discriminator Loss: 1.3138... Generator Loss: 0.8037 Epoch 1/1 Step 12360... Discriminator Loss: 1.3884... Generator Loss: 0.7818 Epoch 1/1 Step 12370... Discriminator Loss: 1.4524... Generator Loss: 0.7739 Epoch 1/1 Step 12380... Discriminator Loss: 1.3931... Generator Loss: 0.8173 Epoch 1/1 Step 12390... Discriminator Loss: 1.3777... Generator Loss: 0.7948 Epoch 1/1 Step 12400... Discriminator Loss: 1.2769... Generator Loss: 0.7652
Epoch 1/1 Step 12410... Discriminator Loss: 1.4664... Generator Loss: 0.6561 Epoch 1/1 Step 12420... Discriminator Loss: 1.3709... Generator Loss: 0.7679 Epoch 1/1 Step 12430... Discriminator Loss: 1.5066... Generator Loss: 0.6448 Epoch 1/1 Step 12440... Discriminator Loss: 1.3495... Generator Loss: 0.7246 Epoch 1/1 Step 12450... Discriminator Loss: 1.3621... Generator Loss: 0.6727 Epoch 1/1 Step 12460... Discriminator Loss: 1.4728... Generator Loss: 0.7099 Epoch 1/1 Step 12470... Discriminator Loss: 1.3556... Generator Loss: 0.7202 Epoch 1/1 Step 12480... Discriminator Loss: 1.2941... Generator Loss: 0.7997 Epoch 1/1 Step 12490... Discriminator Loss: 1.3493... Generator Loss: 0.7544 Epoch 1/1 Step 12500... Discriminator Loss: 1.4085... Generator Loss: 0.7481
Epoch 1/1 Step 12510... Discriminator Loss: 1.2529... Generator Loss: 0.8189 Epoch 1/1 Step 12520... Discriminator Loss: 1.5103... Generator Loss: 0.6483 Epoch 1/1 Step 12530... Discriminator Loss: 1.3717... Generator Loss: 0.7017 Epoch 1/1 Step 12540... Discriminator Loss: 1.2274... Generator Loss: 0.8292 Epoch 1/1 Step 12550... Discriminator Loss: 1.4532... Generator Loss: 0.6491 Epoch 1/1 Step 12560... Discriminator Loss: 1.4200... Generator Loss: 0.7629 Epoch 1/1 Step 12570... Discriminator Loss: 1.3613... Generator Loss: 0.7270 Epoch 1/1 Step 12580... Discriminator Loss: 1.3365... Generator Loss: 0.7640 Epoch 1/1 Step 12590... Discriminator Loss: 1.3230... Generator Loss: 0.8381 Epoch 1/1 Step 12600... Discriminator Loss: 1.3436... Generator Loss: 0.6912
Epoch 1/1 Step 12610... Discriminator Loss: 1.1413... Generator Loss: 0.7916 Epoch 1/1 Step 12620... Discriminator Loss: 1.4169... Generator Loss: 0.5761 Epoch 1/1 Step 12630... Discriminator Loss: 1.0871... Generator Loss: 1.0346 Epoch 1/1 Step 12640... Discriminator Loss: 1.4116... Generator Loss: 0.7100 Epoch 1/1 Step 12650... Discriminator Loss: 1.4342... Generator Loss: 0.6497 Epoch 1/1 Step 12660... Discriminator Loss: 1.1876... Generator Loss: 0.8209 Epoch 1/1 Step 12670... Discriminator Loss: 1.3952... Generator Loss: 0.7261 Epoch 1/1 Step 12680... Discriminator Loss: 1.2165... Generator Loss: 0.8639 Epoch 1/1 Step 12690... Discriminator Loss: 1.4714... Generator Loss: 0.6564 Epoch 1/1 Step 12700... Discriminator Loss: 1.2191... Generator Loss: 0.9004
Epoch 1/1 Step 12710... Discriminator Loss: 1.3694... Generator Loss: 0.6969 Epoch 1/1 Step 12720... Discriminator Loss: 1.4056... Generator Loss: 0.6685 Epoch 1/1 Step 12730... Discriminator Loss: 1.3058... Generator Loss: 0.7682 Epoch 1/1 Step 12740... Discriminator Loss: 1.3068... Generator Loss: 0.7239 Epoch 1/1 Step 12750... Discriminator Loss: 1.4217... Generator Loss: 0.7680 Epoch 1/1 Step 12760... Discriminator Loss: 1.3214... Generator Loss: 0.7902 Epoch 1/1 Step 12770... Discriminator Loss: 1.2953... Generator Loss: 0.8067 Epoch 1/1 Step 12780... Discriminator Loss: 1.4762... Generator Loss: 0.6968 Epoch 1/1 Step 12790... Discriminator Loss: 1.3617... Generator Loss: 0.7385 Epoch 1/1 Step 12800... Discriminator Loss: 1.4349... Generator Loss: 0.6667
Epoch 1/1 Step 12810... Discriminator Loss: 1.1679... Generator Loss: 0.9931 Epoch 1/1 Step 12820... Discriminator Loss: 1.4853... Generator Loss: 0.7422 Epoch 1/1 Step 12830... Discriminator Loss: 1.4134... Generator Loss: 0.7163 Epoch 1/1 Step 12840... Discriminator Loss: 1.2480... Generator Loss: 0.8716 Epoch 1/1 Step 12850... Discriminator Loss: 1.3855... Generator Loss: 0.7935 Epoch 1/1 Step 12860... Discriminator Loss: 1.4068... Generator Loss: 0.7077 Epoch 1/1 Step 12870... Discriminator Loss: 1.4281... Generator Loss: 0.6471 Epoch 1/1 Step 12880... Discriminator Loss: 1.3560... Generator Loss: 0.8357 Epoch 1/1 Step 12890... Discriminator Loss: 1.2497... Generator Loss: 0.8848 Epoch 1/1 Step 12900... Discriminator Loss: 1.3433... Generator Loss: 0.8131
Epoch 1/1 Step 12910... Discriminator Loss: 1.3882... Generator Loss: 0.7128 Epoch 1/1 Step 12920... Discriminator Loss: 1.2735... Generator Loss: 0.8201 Epoch 1/1 Step 12930... Discriminator Loss: 1.3984... Generator Loss: 0.7473 Epoch 1/1 Step 12940... Discriminator Loss: 1.2450... Generator Loss: 0.8145 Epoch 1/1 Step 12950... Discriminator Loss: 1.5113... Generator Loss: 0.5874 Epoch 1/1 Step 12960... Discriminator Loss: 1.3016... Generator Loss: 0.9017 Epoch 1/1 Step 12970... Discriminator Loss: 1.2484... Generator Loss: 0.7961 Epoch 1/1 Step 12980... Discriminator Loss: 1.3950... Generator Loss: 0.6787 Epoch 1/1 Step 12990... Discriminator Loss: 1.4493... Generator Loss: 0.6473 Epoch 1/1 Step 13000... Discriminator Loss: 1.5195... Generator Loss: 0.7432
Epoch 1/1 Step 13010... Discriminator Loss: 1.4532... Generator Loss: 0.6346 Epoch 1/1 Step 13020... Discriminator Loss: 1.1842... Generator Loss: 0.9348 Epoch 1/1 Step 13030... Discriminator Loss: 1.3406... Generator Loss: 0.7025 Epoch 1/1 Step 13040... Discriminator Loss: 1.3263... Generator Loss: 0.7685 Epoch 1/1 Step 13050... Discriminator Loss: 1.4711... Generator Loss: 0.6961 Epoch 1/1 Step 13060... Discriminator Loss: 1.2710... Generator Loss: 0.8056 Epoch 1/1 Step 13070... Discriminator Loss: 1.3996... Generator Loss: 0.6946 Epoch 1/1 Step 13080... Discriminator Loss: 1.2866... Generator Loss: 0.8134 Epoch 1/1 Step 13090... Discriminator Loss: 1.3521... Generator Loss: 0.7334 Epoch 1/1 Step 13100... Discriminator Loss: 1.4325... Generator Loss: 0.6897
Epoch 1/1 Step 13110... Discriminator Loss: 1.4112... Generator Loss: 0.7267 Epoch 1/1 Step 13120... Discriminator Loss: 1.4694... Generator Loss: 0.7318 Epoch 1/1 Step 13130... Discriminator Loss: 1.4054... Generator Loss: 0.7793 Epoch 1/1 Step 13140... Discriminator Loss: 1.5281... Generator Loss: 0.6157 Epoch 1/1 Step 13150... Discriminator Loss: 1.3494... Generator Loss: 0.8083 Epoch 1/1 Step 13160... Discriminator Loss: 1.2726... Generator Loss: 0.7645 Epoch 1/1 Step 13170... Discriminator Loss: 1.3757... Generator Loss: 0.7496 Epoch 1/1 Step 13180... Discriminator Loss: 1.4455... Generator Loss: 0.7647 Epoch 1/1 Step 13190... Discriminator Loss: 1.4099... Generator Loss: 0.6471 Epoch 1/1 Step 13200... Discriminator Loss: 1.5527... Generator Loss: 0.5782
Epoch 1/1 Step 13210... Discriminator Loss: 1.3811... Generator Loss: 0.6744 Epoch 1/1 Step 13220... Discriminator Loss: 1.4297... Generator Loss: 0.6704 Epoch 1/1 Step 13230... Discriminator Loss: 1.2409... Generator Loss: 0.8328 Epoch 1/1 Step 13240... Discriminator Loss: 1.4014... Generator Loss: 0.8283 Epoch 1/1 Step 13250... Discriminator Loss: 1.3373... Generator Loss: 0.8192 Epoch 1/1 Step 13260... Discriminator Loss: 1.2331... Generator Loss: 0.8074 Epoch 1/1 Step 13270... Discriminator Loss: 1.3614... Generator Loss: 0.8212 Epoch 1/1 Step 13280... Discriminator Loss: 1.3112... Generator Loss: 0.7937 Epoch 1/1 Step 13290... Discriminator Loss: 1.2957... Generator Loss: 0.8892 Epoch 1/1 Step 13300... Discriminator Loss: 1.3376... Generator Loss: 0.7978
Epoch 1/1 Step 13310... Discriminator Loss: 1.3138... Generator Loss: 0.7909 Epoch 1/1 Step 13320... Discriminator Loss: 1.2452... Generator Loss: 0.8274 Epoch 1/1 Step 13330... Discriminator Loss: 1.4177... Generator Loss: 0.6898 Epoch 1/1 Step 13340... Discriminator Loss: 1.4938... Generator Loss: 0.6768 Epoch 1/1 Step 13350... Discriminator Loss: 1.3386... Generator Loss: 0.8096 Epoch 1/1 Step 13360... Discriminator Loss: 1.0392... Generator Loss: 1.0037 Epoch 1/1 Step 13370... Discriminator Loss: 1.4364... Generator Loss: 0.7539 Epoch 1/1 Step 13380... Discriminator Loss: 1.5372... Generator Loss: 0.6091 Epoch 1/1 Step 13390... Discriminator Loss: 1.4892... Generator Loss: 0.7024 Epoch 1/1 Step 13400... Discriminator Loss: 1.3137... Generator Loss: 0.8196
Epoch 1/1 Step 13410... Discriminator Loss: 1.3190... Generator Loss: 0.7751 Epoch 1/1 Step 13420... Discriminator Loss: 1.3597... Generator Loss: 0.7142 Epoch 1/1 Step 13430... Discriminator Loss: 1.3552... Generator Loss: 0.7749 Epoch 1/1 Step 13440... Discriminator Loss: 1.5215... Generator Loss: 0.7938 Epoch 1/1 Step 13450... Discriminator Loss: 1.3383... Generator Loss: 0.7876 Epoch 1/1 Step 13460... Discriminator Loss: 1.3359... Generator Loss: 0.7161 Epoch 1/1 Step 13470... Discriminator Loss: 1.3509... Generator Loss: 0.7529 Epoch 1/1 Step 13480... Discriminator Loss: 1.3962... Generator Loss: 0.7469 Epoch 1/1 Step 13490... Discriminator Loss: 1.5067... Generator Loss: 0.7124 Epoch 1/1 Step 13500... Discriminator Loss: 1.4671... Generator Loss: 0.7200
Epoch 1/1 Step 13510... Discriminator Loss: 1.3263... Generator Loss: 0.7137 Epoch 1/1 Step 13520... Discriminator Loss: 1.3192... Generator Loss: 0.7493 Epoch 1/1 Step 13530... Discriminator Loss: 1.4201... Generator Loss: 0.6496 Epoch 1/1 Step 13540... Discriminator Loss: 1.3412... Generator Loss: 0.7204 Epoch 1/1 Step 13550... Discriminator Loss: 1.4525... Generator Loss: 0.6155 Epoch 1/1 Step 13560... Discriminator Loss: 1.3378... Generator Loss: 0.7482 Epoch 1/1 Step 13570... Discriminator Loss: 1.3320... Generator Loss: 0.7448 Epoch 1/1 Step 13580... Discriminator Loss: 1.4566... Generator Loss: 0.7056 Epoch 1/1 Step 13590... Discriminator Loss: 1.3486... Generator Loss: 0.8196 Epoch 1/1 Step 13600... Discriminator Loss: 1.3225... Generator Loss: 0.7705
Epoch 1/1 Step 13610... Discriminator Loss: 1.3080... Generator Loss: 0.7746 Epoch 1/1 Step 13620... Discriminator Loss: 1.2230... Generator Loss: 0.9064 Epoch 1/1 Step 13630... Discriminator Loss: 1.3505... Generator Loss: 0.8050 Epoch 1/1 Step 13640... Discriminator Loss: 1.3976... Generator Loss: 0.7833 Epoch 1/1 Step 13650... Discriminator Loss: 1.4831... Generator Loss: 0.6372 Epoch 1/1 Step 13660... Discriminator Loss: 1.4178... Generator Loss: 0.7357 Epoch 1/1 Step 13670... Discriminator Loss: 1.4545... Generator Loss: 0.6563 Epoch 1/1 Step 13680... Discriminator Loss: 1.1844... Generator Loss: 0.8722 Epoch 1/1 Step 13690... Discriminator Loss: 1.4074... Generator Loss: 0.7839 Epoch 1/1 Step 13700... Discriminator Loss: 1.3661... Generator Loss: 0.7505
Epoch 1/1 Step 13710... Discriminator Loss: 1.4131... Generator Loss: 0.7205 Epoch 1/1 Step 13720... Discriminator Loss: 1.2433... Generator Loss: 0.7934 Epoch 1/1 Step 13730... Discriminator Loss: 1.4432... Generator Loss: 0.7216 Epoch 1/1 Step 13740... Discriminator Loss: 1.3642... Generator Loss: 0.8202 Epoch 1/1 Step 13750... Discriminator Loss: 1.3660... Generator Loss: 0.7641 Epoch 1/1 Step 13760... Discriminator Loss: 1.4593... Generator Loss: 0.6517 Epoch 1/1 Step 13770... Discriminator Loss: 1.2538... Generator Loss: 0.8487 Epoch 1/1 Step 13780... Discriminator Loss: 1.4012... Generator Loss: 0.7139 Epoch 1/1 Step 13790... Discriminator Loss: 1.3996... Generator Loss: 0.7631 Epoch 1/1 Step 13800... Discriminator Loss: 1.3206... Generator Loss: 0.7226
Epoch 1/1 Step 13810... Discriminator Loss: 1.3224... Generator Loss: 0.7568 Epoch 1/1 Step 13820... Discriminator Loss: 1.3136... Generator Loss: 0.7730 Epoch 1/1 Step 13830... Discriminator Loss: 1.3831... Generator Loss: 0.7378 Epoch 1/1 Step 13840... Discriminator Loss: 1.3562... Generator Loss: 0.7945 Epoch 1/1 Step 13850... Discriminator Loss: 1.2810... Generator Loss: 0.8339 Epoch 1/1 Step 13860... Discriminator Loss: 1.4800... Generator Loss: 0.5690 Epoch 1/1 Step 13870... Discriminator Loss: 1.3301... Generator Loss: 0.6968 Epoch 1/1 Step 13880... Discriminator Loss: 1.3128... Generator Loss: 0.7141 Epoch 1/1 Step 13890... Discriminator Loss: 1.4495... Generator Loss: 0.7047 Epoch 1/1 Step 13900... Discriminator Loss: 1.3670... Generator Loss: 0.7640
Epoch 1/1 Step 13910... Discriminator Loss: 1.3286... Generator Loss: 0.7611 Epoch 1/1 Step 13920... Discriminator Loss: 1.3581... Generator Loss: 0.7862 Epoch 1/1 Step 13930... Discriminator Loss: 1.3125... Generator Loss: 0.8092 Epoch 1/1 Step 13940... Discriminator Loss: 1.4054... Generator Loss: 0.7100 Epoch 1/1 Step 13950... Discriminator Loss: 1.3827... Generator Loss: 0.7119 Epoch 1/1 Step 13960... Discriminator Loss: 1.3766... Generator Loss: 0.8145 Epoch 1/1 Step 13970... Discriminator Loss: 1.3353... Generator Loss: 0.7431 Epoch 1/1 Step 13980... Discriminator Loss: 1.3361... Generator Loss: 0.8461 Epoch 1/1 Step 13990... Discriminator Loss: 1.3012... Generator Loss: 0.7908 Epoch 1/1 Step 14000... Discriminator Loss: 1.3435... Generator Loss: 0.7316
Epoch 1/1 Step 14010... Discriminator Loss: 1.2619... Generator Loss: 0.8684 Epoch 1/1 Step 14020... Discriminator Loss: 1.3432... Generator Loss: 0.7575 Epoch 1/1 Step 14030... Discriminator Loss: 1.3567... Generator Loss: 0.7327 Epoch 1/1 Step 14040... Discriminator Loss: 1.4891... Generator Loss: 0.6441 Epoch 1/1 Step 14050... Discriminator Loss: 1.4398... Generator Loss: 0.6681 Epoch 1/1 Step 14060... Discriminator Loss: 1.2811... Generator Loss: 0.7580 Epoch 1/1 Step 14070... Discriminator Loss: 1.5207... Generator Loss: 0.6234 Epoch 1/1 Step 14080... Discriminator Loss: 1.4012... Generator Loss: 0.7701 Epoch 1/1 Step 14090... Discriminator Loss: 1.3689... Generator Loss: 0.7829 Epoch 1/1 Step 14100... Discriminator Loss: 1.4230... Generator Loss: 0.7640
Epoch 1/1 Step 14110... Discriminator Loss: 1.3007... Generator Loss: 0.7617 Epoch 1/1 Step 14120... Discriminator Loss: 1.5405... Generator Loss: 0.6023 Epoch 1/1 Step 14130... Discriminator Loss: 1.3681... Generator Loss: 0.7655 Epoch 1/1 Step 14140... Discriminator Loss: 1.4139... Generator Loss: 0.7021 Epoch 1/1 Step 14150... Discriminator Loss: 1.4018... Generator Loss: 0.6782 Epoch 1/1 Step 14160... Discriminator Loss: 1.1887... Generator Loss: 0.8396 Epoch 1/1 Step 14170... Discriminator Loss: 1.4976... Generator Loss: 0.6234 Epoch 1/1 Step 14180... Discriminator Loss: 1.5215... Generator Loss: 0.6124 Epoch 1/1 Step 14190... Discriminator Loss: 1.3147... Generator Loss: 0.7687 Epoch 1/1 Step 14200... Discriminator Loss: 1.3309... Generator Loss: 0.7884
Epoch 1/1 Step 14210... Discriminator Loss: 1.2917... Generator Loss: 0.7615 Epoch 1/1 Step 14220... Discriminator Loss: 1.2930... Generator Loss: 0.7479 Epoch 1/1 Step 14230... Discriminator Loss: 1.3066... Generator Loss: 0.7458 Epoch 1/1 Step 14240... Discriminator Loss: 1.2948... Generator Loss: 0.7907 Epoch 1/1 Step 14250... Discriminator Loss: 1.3761... Generator Loss: 0.6912 Epoch 1/1 Step 14260... Discriminator Loss: 1.3337... Generator Loss: 0.7288 Epoch 1/1 Step 14270... Discriminator Loss: 1.3709... Generator Loss: 0.7360 Epoch 1/1 Step 14280... Discriminator Loss: 1.3996... Generator Loss: 0.7702 Epoch 1/1 Step 14290... Discriminator Loss: 1.3399... Generator Loss: 0.8351 Epoch 1/1 Step 14300... Discriminator Loss: 1.3074... Generator Loss: 0.6994
Epoch 1/1 Step 14310... Discriminator Loss: 1.4851... Generator Loss: 0.7605 Epoch 1/1 Step 14320... Discriminator Loss: 1.3766... Generator Loss: 0.7640 Epoch 1/1 Step 14330... Discriminator Loss: 1.2261... Generator Loss: 0.8998 Epoch 1/1 Step 14340... Discriminator Loss: 1.4019... Generator Loss: 0.6410 Epoch 1/1 Step 14350... Discriminator Loss: 1.3747... Generator Loss: 0.6826 Epoch 1/1 Step 14360... Discriminator Loss: 1.3704... Generator Loss: 0.7238 Epoch 1/1 Step 14370... Discriminator Loss: 1.2545... Generator Loss: 0.7992 Epoch 1/1 Step 14380... Discriminator Loss: 1.3753... Generator Loss: 0.7516 Epoch 1/1 Step 14390... Discriminator Loss: 1.3007... Generator Loss: 0.8178 Epoch 1/1 Step 14400... Discriminator Loss: 1.4366... Generator Loss: 0.6579
Epoch 1/1 Step 14410... Discriminator Loss: 1.4830... Generator Loss: 0.7287 Epoch 1/1 Step 14420... Discriminator Loss: 1.2452... Generator Loss: 0.8287 Epoch 1/1 Step 14430... Discriminator Loss: 1.4109... Generator Loss: 0.7898 Epoch 1/1 Step 14440... Discriminator Loss: 1.3930... Generator Loss: 0.7027 Epoch 1/1 Step 14450... Discriminator Loss: 1.4331... Generator Loss: 0.7286 Epoch 1/1 Step 14460... Discriminator Loss: 1.2783... Generator Loss: 0.7790 Epoch 1/1 Step 14470... Discriminator Loss: 1.4758... Generator Loss: 0.7099 Epoch 1/1 Step 14480... Discriminator Loss: 1.3211... Generator Loss: 0.7854 Epoch 1/1 Step 14490... Discriminator Loss: 1.3870... Generator Loss: 0.8665 Epoch 1/1 Step 14500... Discriminator Loss: 1.3553... Generator Loss: 0.7354
Epoch 1/1 Step 14510... Discriminator Loss: 1.3785... Generator Loss: 0.7018 Epoch 1/1 Step 14520... Discriminator Loss: 1.3828... Generator Loss: 0.7291 Epoch 1/1 Step 14530... Discriminator Loss: 1.3627... Generator Loss: 0.7305 Epoch 1/1 Step 14540... Discriminator Loss: 1.4393... Generator Loss: 0.6773 Epoch 1/1 Step 14550... Discriminator Loss: 1.4498... Generator Loss: 0.7115 Epoch 1/1 Step 14560... Discriminator Loss: 1.3698... Generator Loss: 0.7655 Epoch 1/1 Step 14570... Discriminator Loss: 1.3460... Generator Loss: 0.8083 Epoch 1/1 Step 14580... Discriminator Loss: 1.2734... Generator Loss: 0.6825 Epoch 1/1 Step 14590... Discriminator Loss: 1.4163... Generator Loss: 0.6473 Epoch 1/1 Step 14600... Discriminator Loss: 1.3481... Generator Loss: 0.8432
Epoch 1/1 Step 14610... Discriminator Loss: 1.3888... Generator Loss: 0.7549 Epoch 1/1 Step 14620... Discriminator Loss: 1.1014... Generator Loss: 1.0797 Epoch 1/1 Step 14630... Discriminator Loss: 1.3682... Generator Loss: 0.8010 Epoch 1/1 Step 14640... Discriminator Loss: 1.4206... Generator Loss: 0.7944 Epoch 1/1 Step 14650... Discriminator Loss: 1.3578... Generator Loss: 0.7326 Epoch 1/1 Step 14660... Discriminator Loss: 1.5602... Generator Loss: 0.6718 Epoch 1/1 Step 14670... Discriminator Loss: 1.3417... Generator Loss: 0.7506 Epoch 1/1 Step 14680... Discriminator Loss: 1.2892... Generator Loss: 0.8109 Epoch 1/1 Step 14690... Discriminator Loss: 1.4931... Generator Loss: 0.7145 Epoch 1/1 Step 14700... Discriminator Loss: 1.3586... Generator Loss: 0.8527
Epoch 1/1 Step 14710... Discriminator Loss: 1.3346... Generator Loss: 0.7670 Epoch 1/1 Step 14720... Discriminator Loss: 1.3169... Generator Loss: 0.7588 Epoch 1/1 Step 14730... Discriminator Loss: 1.2535... Generator Loss: 0.7892 Epoch 1/1 Step 14740... Discriminator Loss: 1.3002... Generator Loss: 0.8781 Epoch 1/1 Step 14750... Discriminator Loss: 1.3042... Generator Loss: 0.8215 Epoch 1/1 Step 14760... Discriminator Loss: 1.3982... Generator Loss: 0.6947 Epoch 1/1 Step 14770... Discriminator Loss: 1.2980... Generator Loss: 0.8481 Epoch 1/1 Step 14780... Discriminator Loss: 1.5459... Generator Loss: 0.6180 Epoch 1/1 Step 14790... Discriminator Loss: 1.3254... Generator Loss: 0.7954 Epoch 1/1 Step 14800... Discriminator Loss: 1.4548... Generator Loss: 0.8039
Epoch 1/1 Step 14810... Discriminator Loss: 1.4252... Generator Loss: 0.7705 Epoch 1/1 Step 14820... Discriminator Loss: 1.3430... Generator Loss: 0.7978 Epoch 1/1 Step 14830... Discriminator Loss: 1.2710... Generator Loss: 0.8216 Epoch 1/1 Step 14840... Discriminator Loss: 1.2943... Generator Loss: 0.8764 Epoch 1/1 Step 14850... Discriminator Loss: 1.4726... Generator Loss: 0.6922 Epoch 1/1 Step 14860... Discriminator Loss: 1.4218... Generator Loss: 0.7367 Epoch 1/1 Step 14870... Discriminator Loss: 1.3583... Generator Loss: 0.7106 Epoch 1/1 Step 14880... Discriminator Loss: 1.3741... Generator Loss: 0.7719 Epoch 1/1 Step 14890... Discriminator Loss: 1.4036... Generator Loss: 0.7437 Epoch 1/1 Step 14900... Discriminator Loss: 1.2272... Generator Loss: 0.7691
Epoch 1/1 Step 14910... Discriminator Loss: 1.4278... Generator Loss: 0.6847 Epoch 1/1 Step 14920... Discriminator Loss: 1.3723... Generator Loss: 0.6687 Epoch 1/1 Step 14930... Discriminator Loss: 1.2947... Generator Loss: 0.8601 Epoch 1/1 Step 14940... Discriminator Loss: 1.3013... Generator Loss: 0.7856 Epoch 1/1 Step 14950... Discriminator Loss: 1.2997... Generator Loss: 0.9005 Epoch 1/1 Step 14960... Discriminator Loss: 1.4474... Generator Loss: 0.7192 Epoch 1/1 Step 14970... Discriminator Loss: 1.3220... Generator Loss: 0.8295 Epoch 1/1 Step 14980... Discriminator Loss: 1.3104... Generator Loss: 0.8175 Epoch 1/1 Step 14990... Discriminator Loss: 1.3294... Generator Loss: 0.8076 Epoch 1/1 Step 15000... Discriminator Loss: 1.3412... Generator Loss: 0.7541
Epoch 1/1 Step 15010... Discriminator Loss: 1.2252... Generator Loss: 0.8515 Epoch 1/1 Step 15020... Discriminator Loss: 1.3793... Generator Loss: 0.7938 Epoch 1/1 Step 15030... Discriminator Loss: 1.3531... Generator Loss: 0.8179 Epoch 1/1 Step 15040... Discriminator Loss: 1.3760... Generator Loss: 0.7889 Epoch 1/1 Step 15050... Discriminator Loss: 1.3049... Generator Loss: 0.7969 Epoch 1/1 Step 15060... Discriminator Loss: 1.2246... Generator Loss: 0.9240 Epoch 1/1 Step 15070... Discriminator Loss: 1.4573... Generator Loss: 0.6478 Epoch 1/1 Step 15080... Discriminator Loss: 1.3556... Generator Loss: 0.7443 Epoch 1/1 Step 15090... Discriminator Loss: 1.3064... Generator Loss: 0.8327 Epoch 1/1 Step 15100... Discriminator Loss: 1.4177... Generator Loss: 0.7746
Epoch 1/1 Step 15110... Discriminator Loss: 1.3330... Generator Loss: 0.8528 Epoch 1/1 Step 15120... Discriminator Loss: 1.2490... Generator Loss: 0.8776 Epoch 1/1 Step 15130... Discriminator Loss: 1.2291... Generator Loss: 0.9309 Epoch 1/1 Step 15140... Discriminator Loss: 1.3225... Generator Loss: 0.7896 Epoch 1/1 Step 15150... Discriminator Loss: 1.3655... Generator Loss: 0.7252 Epoch 1/1 Step 15160... Discriminator Loss: 1.2042... Generator Loss: 0.8022 Epoch 1/1 Step 15170... Discriminator Loss: 1.4049... Generator Loss: 0.7423 Epoch 1/1 Step 15180... Discriminator Loss: 1.2875... Generator Loss: 0.7999 Epoch 1/1 Step 15190... Discriminator Loss: 1.4086... Generator Loss: 0.7997 Epoch 1/1 Step 15200... Discriminator Loss: 1.2820... Generator Loss: 0.8053
Epoch 1/1 Step 15210... Discriminator Loss: 1.2817... Generator Loss: 0.8255 Epoch 1/1 Step 15220... Discriminator Loss: 1.2979... Generator Loss: 0.8540 Epoch 1/1 Step 15230... Discriminator Loss: 1.3995... Generator Loss: 0.7563 Epoch 1/1 Step 15240... Discriminator Loss: 1.3832... Generator Loss: 0.6814 Epoch 1/1 Step 15250... Discriminator Loss: 1.4271... Generator Loss: 0.7121 Epoch 1/1 Step 15260... Discriminator Loss: 1.4768... Generator Loss: 0.6857 Epoch 1/1 Step 15270... Discriminator Loss: 1.3198... Generator Loss: 0.8035 Epoch 1/1 Step 15280... Discriminator Loss: 1.3322... Generator Loss: 0.7690 Epoch 1/1 Step 15290... Discriminator Loss: 1.4481... Generator Loss: 0.7285 Epoch 1/1 Step 15300... Discriminator Loss: 1.3566... Generator Loss: 0.7367
Epoch 1/1 Step 15310... Discriminator Loss: 1.3826... Generator Loss: 0.7657 Epoch 1/1 Step 15320... Discriminator Loss: 1.3193... Generator Loss: 0.7793 Epoch 1/1 Step 15330... Discriminator Loss: 1.2847... Generator Loss: 0.8260 Epoch 1/1 Step 15340... Discriminator Loss: 1.3312... Generator Loss: 0.7673 Epoch 1/1 Step 15350... Discriminator Loss: 1.2372... Generator Loss: 0.8502 Epoch 1/1 Step 15360... Discriminator Loss: 1.4423... Generator Loss: 0.6445 Epoch 1/1 Step 15370... Discriminator Loss: 1.4017... Generator Loss: 0.7863 Epoch 1/1 Step 15380... Discriminator Loss: 1.4314... Generator Loss: 0.7200 Epoch 1/1 Step 15390... Discriminator Loss: 1.4792... Generator Loss: 0.6323 Epoch 1/1 Step 15400... Discriminator Loss: 1.4386... Generator Loss: 0.7439
Epoch 1/1 Step 15410... Discriminator Loss: 1.3488... Generator Loss: 0.7544 Epoch 1/1 Step 15420... Discriminator Loss: 1.3720... Generator Loss: 0.7497 Epoch 1/1 Step 15430... Discriminator Loss: 1.3536... Generator Loss: 0.7307 Epoch 1/1 Step 15440... Discriminator Loss: 1.6076... Generator Loss: 0.6484 Epoch 1/1 Step 15450... Discriminator Loss: 1.2979... Generator Loss: 0.7750 Epoch 1/1 Step 15460... Discriminator Loss: 1.4234... Generator Loss: 0.7506 Epoch 1/1 Step 15470... Discriminator Loss: 1.3929... Generator Loss: 0.7192 Epoch 1/1 Step 15480... Discriminator Loss: 1.2531... Generator Loss: 0.8555 Epoch 1/1 Step 15490... Discriminator Loss: 1.2811... Generator Loss: 0.7974 Epoch 1/1 Step 15500... Discriminator Loss: 1.2742... Generator Loss: 0.8205
Epoch 1/1 Step 15510... Discriminator Loss: 1.3975... Generator Loss: 0.6785 Epoch 1/1 Step 15520... Discriminator Loss: 1.4057... Generator Loss: 0.7413 Epoch 1/1 Step 15530... Discriminator Loss: 1.4570... Generator Loss: 0.6952 Epoch 1/1 Step 15540... Discriminator Loss: 1.4519... Generator Loss: 0.6807 Epoch 1/1 Step 15550... Discriminator Loss: 1.4164... Generator Loss: 0.7150 Epoch 1/1 Step 15560... Discriminator Loss: 1.3989... Generator Loss: 0.7034 Epoch 1/1 Step 15570... Discriminator Loss: 1.4993... Generator Loss: 0.7269 Epoch 1/1 Step 15580... Discriminator Loss: 1.3831... Generator Loss: 0.7602 Epoch 1/1 Step 15590... Discriminator Loss: 1.3350... Generator Loss: 0.7171 Epoch 1/1 Step 15600... Discriminator Loss: 1.4238... Generator Loss: 0.7987
Epoch 1/1 Step 15610... Discriminator Loss: 1.3800... Generator Loss: 0.7735 Epoch 1/1 Step 15620... Discriminator Loss: 1.4129... Generator Loss: 0.8029 Epoch 1/1 Step 15630... Discriminator Loss: 1.4975... Generator Loss: 0.6832 Epoch 1/1 Step 15640... Discriminator Loss: 1.1697... Generator Loss: 0.8506 Epoch 1/1 Step 15650... Discriminator Loss: 1.4516... Generator Loss: 0.6883 Epoch 1/1 Step 15660... Discriminator Loss: 1.3256... Generator Loss: 0.7819 Epoch 1/1 Step 15670... Discriminator Loss: 1.4088... Generator Loss: 0.7643 Epoch 1/1 Step 15680... Discriminator Loss: 1.2982... Generator Loss: 0.8341 Epoch 1/1 Step 15690... Discriminator Loss: 1.2460... Generator Loss: 0.8313 Epoch 1/1 Step 15700... Discriminator Loss: 1.4151... Generator Loss: 0.7573
Epoch 1/1 Step 15710... Discriminator Loss: 1.2420... Generator Loss: 0.8378 Epoch 1/1 Step 15720... Discriminator Loss: 1.3454... Generator Loss: 0.9211 Epoch 1/1 Step 15730... Discriminator Loss: 1.2644... Generator Loss: 0.8424 Epoch 1/1 Step 15740... Discriminator Loss: 1.3804... Generator Loss: 0.6612 Epoch 1/1 Step 15750... Discriminator Loss: 1.4060... Generator Loss: 0.7012 Epoch 1/1 Step 15760... Discriminator Loss: 1.3218... Generator Loss: 0.7055 Epoch 1/1 Step 15770... Discriminator Loss: 1.3106... Generator Loss: 0.8190 Epoch 1/1 Step 15780... Discriminator Loss: 1.3595... Generator Loss: 0.7794 Epoch 1/1 Step 15790... Discriminator Loss: 1.3853... Generator Loss: 0.7827 Epoch 1/1 Step 15800... Discriminator Loss: 1.3243... Generator Loss: 0.8202
Epoch 1/1 Step 15810... Discriminator Loss: 1.3844... Generator Loss: 0.7506 Epoch 1/1 Step 15820... Discriminator Loss: 1.3548... Generator Loss: 0.8089 Epoch 1/1 Step 15830... Discriminator Loss: 1.4269... Generator Loss: 0.7642 Epoch 1/1 Step 15840... Discriminator Loss: 1.4703... Generator Loss: 0.7054 Epoch 1/1 Step 15850... Discriminator Loss: 1.4375... Generator Loss: 0.7011 Epoch 1/1 Step 15860... Discriminator Loss: 1.3643... Generator Loss: 0.7530 Epoch 1/1 Step 15870... Discriminator Loss: 1.4490... Generator Loss: 0.6708 Epoch 1/1 Step 15880... Discriminator Loss: 1.4159... Generator Loss: 0.7739 Epoch 1/1 Step 15890... Discriminator Loss: 1.2891... Generator Loss: 0.8365 Epoch 1/1 Step 15900... Discriminator Loss: 1.5339... Generator Loss: 0.6710
Epoch 1/1 Step 15910... Discriminator Loss: 1.3439... Generator Loss: 0.7386 Epoch 1/1 Step 15920... Discriminator Loss: 1.3781... Generator Loss: 0.7704 Epoch 1/1 Step 15930... Discriminator Loss: 1.4325... Generator Loss: 0.8230 Epoch 1/1 Step 15940... Discriminator Loss: 1.3130... Generator Loss: 0.8128 Epoch 1/1 Step 15950... Discriminator Loss: 1.1766... Generator Loss: 0.8791 Epoch 1/1 Step 15960... Discriminator Loss: 1.3612... Generator Loss: 0.7213 Epoch 1/1 Step 15970... Discriminator Loss: 1.2970... Generator Loss: 0.8030 Epoch 1/1 Step 15980... Discriminator Loss: 1.2749... Generator Loss: 0.7840 Epoch 1/1 Step 15990... Discriminator Loss: 1.1869... Generator Loss: 0.8788 Epoch 1/1 Step 16000... Discriminator Loss: 1.5375... Generator Loss: 0.7806
Epoch 1/1 Step 16010... Discriminator Loss: 1.4002... Generator Loss: 0.7266 Epoch 1/1 Step 16020... Discriminator Loss: 1.2366... Generator Loss: 0.9486 Epoch 1/1 Step 16030... Discriminator Loss: 1.3262... Generator Loss: 0.8002 Epoch 1/1 Step 16040... Discriminator Loss: 1.3911... Generator Loss: 0.7038 Epoch 1/1 Step 16050... Discriminator Loss: 1.4130... Generator Loss: 0.7193 Epoch 1/1 Step 16060... Discriminator Loss: 1.3104... Generator Loss: 0.7476 Epoch 1/1 Step 16070... Discriminator Loss: 1.3795... Generator Loss: 0.7645 Epoch 1/1 Step 16080... Discriminator Loss: 1.4579... Generator Loss: 0.6710 Epoch 1/1 Step 16090... Discriminator Loss: 1.2961... Generator Loss: 0.7602 Epoch 1/1 Step 16100... Discriminator Loss: 1.3680... Generator Loss: 0.7458
Epoch 1/1 Step 16110... Discriminator Loss: 1.4582... Generator Loss: 0.6946 Epoch 1/1 Step 16120... Discriminator Loss: 1.4381... Generator Loss: 0.7389 Epoch 1/1 Step 16130... Discriminator Loss: 1.3983... Generator Loss: 0.7943 Epoch 1/1 Step 16140... Discriminator Loss: 1.2223... Generator Loss: 0.8583 Epoch 1/1 Step 16150... Discriminator Loss: 1.2870... Generator Loss: 0.7608 Epoch 1/1 Step 16160... Discriminator Loss: 1.4351... Generator Loss: 0.8189 Epoch 1/1 Step 16170... Discriminator Loss: 1.2495... Generator Loss: 0.8684 Epoch 1/1 Step 16180... Discriminator Loss: 1.3503... Generator Loss: 0.7619 Epoch 1/1 Step 16190... Discriminator Loss: 1.4964... Generator Loss: 0.6847 Epoch 1/1 Step 16200... Discriminator Loss: 1.4222... Generator Loss: 0.7688
Epoch 1/1 Step 16210... Discriminator Loss: 1.2835... Generator Loss: 0.8291 Epoch 1/1 Step 16220... Discriminator Loss: 1.3527... Generator Loss: 0.7784 Epoch 1/1 Step 16230... Discriminator Loss: 1.2684... Generator Loss: 0.8591 Epoch 1/1 Step 16240... Discriminator Loss: 1.2594... Generator Loss: 0.8282 Epoch 1/1 Step 16250... Discriminator Loss: 1.2775... Generator Loss: 0.8198 Epoch 1/1 Step 16260... Discriminator Loss: 1.3367... Generator Loss: 0.7964 Epoch 1/1 Step 16270... Discriminator Loss: 1.3753... Generator Loss: 0.6961 Epoch 1/1 Step 16280... Discriminator Loss: 1.4261... Generator Loss: 0.7595 Epoch 1/1 Step 16290... Discriminator Loss: 1.3351... Generator Loss: 0.8009 Epoch 1/1 Step 16300... Discriminator Loss: 1.3481... Generator Loss: 0.7246
Epoch 1/1 Step 16310... Discriminator Loss: 1.4133... Generator Loss: 0.6912 Epoch 1/1 Step 16320... Discriminator Loss: 1.2528... Generator Loss: 0.9231 Epoch 1/1 Step 16330... Discriminator Loss: 1.4928... Generator Loss: 0.6662 Epoch 1/1 Step 16340... Discriminator Loss: 1.3783... Generator Loss: 0.7479 Epoch 1/1 Step 16350... Discriminator Loss: 1.2532... Generator Loss: 0.8153 Epoch 1/1 Step 16360... Discriminator Loss: 1.3838... Generator Loss: 0.8662 Epoch 1/1 Step 16370... Discriminator Loss: 1.3879... Generator Loss: 0.8105 Epoch 1/1 Step 16380... Discriminator Loss: 1.2812... Generator Loss: 0.8464 Epoch 1/1 Step 16390... Discriminator Loss: 1.3958... Generator Loss: 0.8397 Epoch 1/1 Step 16400... Discriminator Loss: 1.3562... Generator Loss: 0.7040
Epoch 1/1 Step 16410... Discriminator Loss: 1.3029... Generator Loss: 0.7916 Epoch 1/1 Step 16420... Discriminator Loss: 1.3871... Generator Loss: 0.8711 Epoch 1/1 Step 16430... Discriminator Loss: 1.2792... Generator Loss: 0.8668 Epoch 1/1 Step 16440... Discriminator Loss: 1.5301... Generator Loss: 0.6014 Epoch 1/1 Step 16450... Discriminator Loss: 1.4203... Generator Loss: 0.7676 Epoch 1/1 Step 16460... Discriminator Loss: 1.2675... Generator Loss: 0.7394 Epoch 1/1 Step 16470... Discriminator Loss: 1.3678... Generator Loss: 0.7089 Epoch 1/1 Step 16480... Discriminator Loss: 1.4197... Generator Loss: 0.7280 Epoch 1/1 Step 16490... Discriminator Loss: 1.1894... Generator Loss: 0.8737 Epoch 1/1 Step 16500... Discriminator Loss: 1.3652... Generator Loss: 0.7674
Epoch 1/1 Step 16510... Discriminator Loss: 1.3210... Generator Loss: 0.7305 Epoch 1/1 Step 16520... Discriminator Loss: 1.2733... Generator Loss: 0.8336 Epoch 1/1 Step 16530... Discriminator Loss: 1.3068... Generator Loss: 0.8000 Epoch 1/1 Step 16540... Discriminator Loss: 1.4349... Generator Loss: 0.7145 Epoch 1/1 Step 16550... Discriminator Loss: 1.2225... Generator Loss: 0.8008 Epoch 1/1 Step 16560... Discriminator Loss: 1.3928... Generator Loss: 0.6797 Epoch 1/1 Step 16570... Discriminator Loss: 1.4569... Generator Loss: 0.6202 Epoch 1/1 Step 16580... Discriminator Loss: 1.3352... Generator Loss: 0.7912 Epoch 1/1 Step 16590... Discriminator Loss: 1.7243... Generator Loss: 0.6420 Epoch 1/1 Step 16600... Discriminator Loss: 1.3376... Generator Loss: 0.7688
Epoch 1/1 Step 16610... Discriminator Loss: 1.3363... Generator Loss: 0.7354 Epoch 1/1 Step 16620... Discriminator Loss: 1.4254... Generator Loss: 0.7390 Epoch 1/1 Step 16630... Discriminator Loss: 1.3093... Generator Loss: 0.8577 Epoch 1/1 Step 16640... Discriminator Loss: 1.3434... Generator Loss: 0.7866 Epoch 1/1 Step 16650... Discriminator Loss: 1.3836... Generator Loss: 0.6862 Epoch 1/1 Step 16660... Discriminator Loss: 1.3205... Generator Loss: 0.7356 Epoch 1/1 Step 16670... Discriminator Loss: 1.3608... Generator Loss: 0.8272 Epoch 1/1 Step 16680... Discriminator Loss: 1.3387... Generator Loss: 0.8362 Epoch 1/1 Step 16690... Discriminator Loss: 1.2080... Generator Loss: 0.9322 Epoch 1/1 Step 16700... Discriminator Loss: 1.5203... Generator Loss: 0.7014
Epoch 1/1 Step 16710... Discriminator Loss: 1.3375... Generator Loss: 0.7729 Epoch 1/1 Step 16720... Discriminator Loss: 1.3626... Generator Loss: 0.6867 Epoch 1/1 Step 16730... Discriminator Loss: 1.3153... Generator Loss: 0.7473 Epoch 1/1 Step 16740... Discriminator Loss: 1.2352... Generator Loss: 0.8547 Epoch 1/1 Step 16750... Discriminator Loss: 1.4536... Generator Loss: 0.7185 Epoch 1/1 Step 16760... Discriminator Loss: 1.3563... Generator Loss: 0.8065 Epoch 1/1 Step 16770... Discriminator Loss: 1.4511... Generator Loss: 0.7140 Epoch 1/1 Step 16780... Discriminator Loss: 1.4069... Generator Loss: 0.6937 Epoch 1/1 Step 16790... Discriminator Loss: 1.3576... Generator Loss: 0.7640 Epoch 1/1 Step 16800... Discriminator Loss: 1.3932... Generator Loss: 0.7532
Epoch 1/1 Step 16810... Discriminator Loss: 1.3102... Generator Loss: 0.8282 Epoch 1/1 Step 16820... Discriminator Loss: 1.1605... Generator Loss: 0.9253 Epoch 1/1 Step 16830... Discriminator Loss: 1.2905... Generator Loss: 0.8119 Epoch 1/1 Step 16840... Discriminator Loss: 1.3147... Generator Loss: 0.7695 Epoch 1/1 Step 16850... Discriminator Loss: 1.5615... Generator Loss: 0.6775 Epoch 1/1 Step 16860... Discriminator Loss: 1.4150... Generator Loss: 0.7099 Epoch 1/1 Step 16870... Discriminator Loss: 1.3117... Generator Loss: 0.7739 Epoch 1/1 Step 16880... Discriminator Loss: 1.4645... Generator Loss: 0.6995 Epoch 1/1 Step 16890... Discriminator Loss: 1.3768... Generator Loss: 0.7829 Epoch 1/1 Step 16900... Discriminator Loss: 1.3390... Generator Loss: 0.7471
Epoch 1/1 Step 16910... Discriminator Loss: 1.3846... Generator Loss: 0.7891 Epoch 1/1 Step 16920... Discriminator Loss: 1.3392... Generator Loss: 0.8137 Epoch 1/1 Step 16930... Discriminator Loss: 1.3217... Generator Loss: 0.7217 Epoch 1/1 Step 16940... Discriminator Loss: 1.4552... Generator Loss: 0.7227 Epoch 1/1 Step 16950... Discriminator Loss: 1.3531... Generator Loss: 0.7458 Epoch 1/1 Step 16960... Discriminator Loss: 1.4069... Generator Loss: 0.7003 Epoch 1/1 Step 16970... Discriminator Loss: 1.2878... Generator Loss: 0.8200 Epoch 1/1 Step 16980... Discriminator Loss: 1.4752... Generator Loss: 0.7204 Epoch 1/1 Step 16990... Discriminator Loss: 1.4129... Generator Loss: 0.7030 Epoch 1/1 Step 17000... Discriminator Loss: 1.2742... Generator Loss: 0.8217
Epoch 1/1 Step 17010... Discriminator Loss: 1.4124... Generator Loss: 0.7745 Epoch 1/1 Step 17020... Discriminator Loss: 1.3299... Generator Loss: 0.7375 Epoch 1/1 Step 17030... Discriminator Loss: 1.4414... Generator Loss: 0.7443 Epoch 1/1 Step 17040... Discriminator Loss: 1.4259... Generator Loss: 0.7448 Epoch 1/1 Step 17050... Discriminator Loss: 1.4031... Generator Loss: 0.7067 Epoch 1/1 Step 17060... Discriminator Loss: 1.3340... Generator Loss: 0.7413 Epoch 1/1 Step 17070... Discriminator Loss: 1.3949... Generator Loss: 0.7270 Epoch 1/1 Step 17080... Discriminator Loss: 1.3874... Generator Loss: 0.7337 Epoch 1/1 Step 17090... Discriminator Loss: 1.2827... Generator Loss: 0.7479 Epoch 1/1 Step 17100... Discriminator Loss: 1.3196... Generator Loss: 0.8551
Epoch 1/1 Step 17110... Discriminator Loss: 1.3821... Generator Loss: 0.6927 Epoch 1/1 Step 17120... Discriminator Loss: 1.4059... Generator Loss: 0.7152 Epoch 1/1 Step 17130... Discriminator Loss: 1.3028... Generator Loss: 0.7972 Epoch 1/1 Step 17140... Discriminator Loss: 1.3936... Generator Loss: 0.7530 Epoch 1/1 Step 17150... Discriminator Loss: 1.3387... Generator Loss: 0.8055 Epoch 1/1 Step 17160... Discriminator Loss: 1.3740... Generator Loss: 0.8014 Epoch 1/1 Step 17170... Discriminator Loss: 1.3905... Generator Loss: 0.7517 Epoch 1/1 Step 17180... Discriminator Loss: 1.4308... Generator Loss: 0.7720 Epoch 1/1 Step 17190... Discriminator Loss: 1.3752... Generator Loss: 0.8369 Epoch 1/1 Step 17200... Discriminator Loss: 1.4150... Generator Loss: 0.7182
Epoch 1/1 Step 17210... Discriminator Loss: 1.2784... Generator Loss: 0.8806 Epoch 1/1 Step 17220... Discriminator Loss: 1.3640... Generator Loss: 0.7781 Epoch 1/1 Step 17230... Discriminator Loss: 1.3746... Generator Loss: 0.7284 Epoch 1/1 Step 17240... Discriminator Loss: 1.4240... Generator Loss: 0.7263 Epoch 1/1 Step 17250... Discriminator Loss: 1.3481... Generator Loss: 0.7829 Epoch 1/1 Step 17260... Discriminator Loss: 1.2925... Generator Loss: 0.7972 Epoch 1/1 Step 17270... Discriminator Loss: 1.3714... Generator Loss: 0.8186 Epoch 1/1 Step 17280... Discriminator Loss: 1.4344... Generator Loss: 0.7205 Epoch 1/1 Step 17290... Discriminator Loss: 1.3488... Generator Loss: 0.7882 Epoch 1/1 Step 17300... Discriminator Loss: 1.2698... Generator Loss: 0.8536
Epoch 1/1 Step 17310... Discriminator Loss: 1.3561... Generator Loss: 0.7155 Epoch 1/1 Step 17320... Discriminator Loss: 1.3026... Generator Loss: 0.7955 Epoch 1/1 Step 17330... Discriminator Loss: 1.3278... Generator Loss: 0.8203 Epoch 1/1 Step 17340... Discriminator Loss: 1.3376... Generator Loss: 0.8012 Epoch 1/1 Step 17350... Discriminator Loss: 1.3688... Generator Loss: 0.7441 Epoch 1/1 Step 17360... Discriminator Loss: 1.3091... Generator Loss: 0.8292 Epoch 1/1 Step 17370... Discriminator Loss: 1.3500... Generator Loss: 0.7791 Epoch 1/1 Step 17380... Discriminator Loss: 1.3458... Generator Loss: 0.7610 Epoch 1/1 Step 17390... Discriminator Loss: 1.2795... Generator Loss: 0.8248 Epoch 1/1 Step 17400... Discriminator Loss: 1.2669... Generator Loss: 0.8354
Epoch 1/1 Step 17410... Discriminator Loss: 1.4089... Generator Loss: 0.7739 Epoch 1/1 Step 17420... Discriminator Loss: 1.3808... Generator Loss: 0.7164 Epoch 1/1 Step 17430... Discriminator Loss: 1.2867... Generator Loss: 0.8280 Epoch 1/1 Step 17440... Discriminator Loss: 1.4185... Generator Loss: 0.7758 Epoch 1/1 Step 17450... Discriminator Loss: 1.1857... Generator Loss: 0.9039 Epoch 1/1 Step 17460... Discriminator Loss: 1.4689... Generator Loss: 0.6444 Epoch 1/1 Step 17470... Discriminator Loss: 1.2766... Generator Loss: 0.8602 Epoch 1/1 Step 17480... Discriminator Loss: 1.3024... Generator Loss: 0.7531 Epoch 1/1 Step 17490... Discriminator Loss: 1.4412... Generator Loss: 0.7252 Epoch 1/1 Step 17500... Discriminator Loss: 1.2575... Generator Loss: 0.8130
Epoch 1/1 Step 17510... Discriminator Loss: 1.6544... Generator Loss: 0.6366 Epoch 1/1 Step 17520... Discriminator Loss: 1.3055... Generator Loss: 0.7975 Epoch 1/1 Step 17530... Discriminator Loss: 1.3312... Generator Loss: 0.8602 Epoch 1/1 Step 17540... Discriminator Loss: 1.3786... Generator Loss: 0.7495 Epoch 1/1 Step 17550... Discriminator Loss: 1.3487... Generator Loss: 0.8062 Epoch 1/1 Step 17560... Discriminator Loss: 1.3727... Generator Loss: 0.6835 Epoch 1/1 Step 17570... Discriminator Loss: 1.4817... Generator Loss: 0.6704 Epoch 1/1 Step 17580... Discriminator Loss: 1.4190... Generator Loss: 0.7302 Epoch 1/1 Step 17590... Discriminator Loss: 1.2953... Generator Loss: 0.8595 Epoch 1/1 Step 17600... Discriminator Loss: 1.2572... Generator Loss: 0.9285
Epoch 1/1 Step 17610... Discriminator Loss: 1.4611... Generator Loss: 0.6405 Epoch 1/1 Step 17620... Discriminator Loss: 1.4762... Generator Loss: 0.7560 Epoch 1/1 Step 17630... Discriminator Loss: 1.4248... Generator Loss: 0.6944 Epoch 1/1 Step 17640... Discriminator Loss: 1.4871... Generator Loss: 0.6837 Epoch 1/1 Step 17650... Discriminator Loss: 1.4351... Generator Loss: 0.7056 Epoch 1/1 Step 17660... Discriminator Loss: 1.3779... Generator Loss: 0.7915 Epoch 1/1 Step 17670... Discriminator Loss: 1.4375... Generator Loss: 0.6766 Epoch 1/1 Step 17680... Discriminator Loss: 1.4213... Generator Loss: 0.6736 Epoch 1/1 Step 17690... Discriminator Loss: 1.3195... Generator Loss: 0.8316 Epoch 1/1 Step 17700... Discriminator Loss: 1.3461... Generator Loss: 0.8265
Epoch 1/1 Step 17710... Discriminator Loss: 1.4331... Generator Loss: 0.7260 Epoch 1/1 Step 17720... Discriminator Loss: 1.3886... Generator Loss: 0.7168 Epoch 1/1 Step 17730... Discriminator Loss: 1.3594... Generator Loss: 0.7446 Epoch 1/1 Step 17740... Discriminator Loss: 1.3098... Generator Loss: 0.7772 Epoch 1/1 Step 17750... Discriminator Loss: 1.3264... Generator Loss: 0.7735 Epoch 1/1 Step 17760... Discriminator Loss: 1.4175... Generator Loss: 0.7013 Epoch 1/1 Step 17770... Discriminator Loss: 1.3506... Generator Loss: 0.8103 Epoch 1/1 Step 17780... Discriminator Loss: 1.3064... Generator Loss: 0.8288 Epoch 1/1 Step 17790... Discriminator Loss: 1.2642... Generator Loss: 0.8380 Epoch 1/1 Step 17800... Discriminator Loss: 1.3882... Generator Loss: 0.7653
Epoch 1/1 Step 17810... Discriminator Loss: 1.2532... Generator Loss: 0.7570 Epoch 1/1 Step 17820... Discriminator Loss: 1.3539... Generator Loss: 0.8220 Epoch 1/1 Step 17830... Discriminator Loss: 1.2690... Generator Loss: 0.8986 Epoch 1/1 Step 17840... Discriminator Loss: 1.3673... Generator Loss: 0.7478 Epoch 1/1 Step 17850... Discriminator Loss: 1.4581... Generator Loss: 0.7208 Epoch 1/1 Step 17860... Discriminator Loss: 1.3292... Generator Loss: 0.7765 Epoch 1/1 Step 17870... Discriminator Loss: 1.2848... Generator Loss: 0.7775 Epoch 1/1 Step 17880... Discriminator Loss: 1.4074... Generator Loss: 0.6942 Epoch 1/1 Step 17890... Discriminator Loss: 1.4367... Generator Loss: 0.7124 Epoch 1/1 Step 17900... Discriminator Loss: 1.3937... Generator Loss: 0.8295
Epoch 1/1 Step 17910... Discriminator Loss: 1.4685... Generator Loss: 0.6794 Epoch 1/1 Step 17920... Discriminator Loss: 1.3753... Generator Loss: 0.8004 Epoch 1/1 Step 17930... Discriminator Loss: 1.4276... Generator Loss: 0.7553 Epoch 1/1 Step 17940... Discriminator Loss: 1.3381... Generator Loss: 0.8112 Epoch 1/1 Step 17950... Discriminator Loss: 1.3797... Generator Loss: 0.7906 Epoch 1/1 Step 17960... Discriminator Loss: 1.3475... Generator Loss: 0.7654 Epoch 1/1 Step 17970... Discriminator Loss: 1.3220... Generator Loss: 0.8040 Epoch 1/1 Step 17980... Discriminator Loss: 1.3165... Generator Loss: 0.7967 Epoch 1/1 Step 17990... Discriminator Loss: 1.3314... Generator Loss: 0.7621 Epoch 1/1 Step 18000... Discriminator Loss: 1.3137... Generator Loss: 0.7804
Epoch 1/1 Step 18010... Discriminator Loss: 1.4033... Generator Loss: 0.6912 Epoch 1/1 Step 18020... Discriminator Loss: 1.3921... Generator Loss: 0.7390 Epoch 1/1 Step 18030... Discriminator Loss: 1.5029... Generator Loss: 0.7337 Epoch 1/1 Step 18040... Discriminator Loss: 1.3896... Generator Loss: 0.7175 Epoch 1/1 Step 18050... Discriminator Loss: 1.3756... Generator Loss: 0.7984 Epoch 1/1 Step 18060... Discriminator Loss: 1.4532... Generator Loss: 0.6923 Epoch 1/1 Step 18070... Discriminator Loss: 1.3928... Generator Loss: 0.7341 Epoch 1/1 Step 18080... Discriminator Loss: 1.3332... Generator Loss: 0.7981 Epoch 1/1 Step 18090... Discriminator Loss: 1.3255... Generator Loss: 0.7519 Epoch 1/1 Step 18100... Discriminator Loss: 1.2880... Generator Loss: 0.8150
Epoch 1/1 Step 18110... Discriminator Loss: 1.3666... Generator Loss: 0.7060 Epoch 1/1 Step 18120... Discriminator Loss: 1.4016... Generator Loss: 0.7611 Epoch 1/1 Step 18130... Discriminator Loss: 1.3265... Generator Loss: 0.8524 Epoch 1/1 Step 18140... Discriminator Loss: 1.3581... Generator Loss: 0.7190 Epoch 1/1 Step 18150... Discriminator Loss: 1.2848... Generator Loss: 0.9201 Epoch 1/1 Step 18160... Discriminator Loss: 1.4089... Generator Loss: 0.7332 Epoch 1/1 Step 18170... Discriminator Loss: 1.2980... Generator Loss: 0.7549 Epoch 1/1 Step 18180... Discriminator Loss: 1.2968... Generator Loss: 0.7734 Epoch 1/1 Step 18190... Discriminator Loss: 1.3207... Generator Loss: 0.8198 Epoch 1/1 Step 18200... Discriminator Loss: 1.5336... Generator Loss: 0.6198
Epoch 1/1 Step 18210... Discriminator Loss: 1.3614... Generator Loss: 0.8073 Epoch 1/1 Step 18220... Discriminator Loss: 1.2351... Generator Loss: 0.7900 Epoch 1/1 Step 18230... Discriminator Loss: 1.3719... Generator Loss: 0.7677 Epoch 1/1 Step 18240... Discriminator Loss: 1.3036... Generator Loss: 0.7725 Epoch 1/1 Step 18250... Discriminator Loss: 1.3649... Generator Loss: 0.7856 Epoch 1/1 Step 18260... Discriminator Loss: 1.4447... Generator Loss: 0.7146 Epoch 1/1 Step 18270... Discriminator Loss: 1.2706... Generator Loss: 0.8658 Epoch 1/1 Step 18280... Discriminator Loss: 1.3868... Generator Loss: 0.7765 Epoch 1/1 Step 18290... Discriminator Loss: 1.3371... Generator Loss: 0.7285 Epoch 1/1 Step 18300... Discriminator Loss: 1.2537... Generator Loss: 0.8168
Epoch 1/1 Step 18310... Discriminator Loss: 1.3968... Generator Loss: 0.7951 Epoch 1/1 Step 18320... Discriminator Loss: 1.2687... Generator Loss: 0.8693 Epoch 1/1 Step 18330... Discriminator Loss: 1.2570... Generator Loss: 0.8150 Epoch 1/1 Step 18340... Discriminator Loss: 1.4535... Generator Loss: 0.7175 Epoch 1/1 Step 18350... Discriminator Loss: 1.3191... Generator Loss: 0.7821 Epoch 1/1 Step 18360... Discriminator Loss: 1.3036... Generator Loss: 0.8481 Epoch 1/1 Step 18370... Discriminator Loss: 1.4172... Generator Loss: 0.6830 Epoch 1/1 Step 18380... Discriminator Loss: 1.3609... Generator Loss: 0.8271 Epoch 1/1 Step 18390... Discriminator Loss: 1.3336... Generator Loss: 0.8409 Epoch 1/1 Step 18400... Discriminator Loss: 1.3254... Generator Loss: 0.8248
Epoch 1/1 Step 18410... Discriminator Loss: 1.4422... Generator Loss: 0.7791 Epoch 1/1 Step 18420... Discriminator Loss: 1.2556... Generator Loss: 0.9228 Epoch 1/1 Step 18430... Discriminator Loss: 1.5246... Generator Loss: 0.6822 Epoch 1/1 Step 18440... Discriminator Loss: 1.3159... Generator Loss: 0.8227 Epoch 1/1 Step 18450... Discriminator Loss: 1.3432... Generator Loss: 0.7706 Epoch 1/1 Step 18460... Discriminator Loss: 1.4102... Generator Loss: 0.7964 Epoch 1/1 Step 18470... Discriminator Loss: 1.4746... Generator Loss: 0.7840 Epoch 1/1 Step 18480... Discriminator Loss: 1.3504... Generator Loss: 0.7849 Epoch 1/1 Step 18490... Discriminator Loss: 1.3910... Generator Loss: 0.7909 Epoch 1/1 Step 18500... Discriminator Loss: 1.3243... Generator Loss: 0.7431
Epoch 1/1 Step 18510... Discriminator Loss: 1.4489... Generator Loss: 0.7185 Epoch 1/1 Step 18520... Discriminator Loss: 1.3808... Generator Loss: 0.8181 Epoch 1/1 Step 18530... Discriminator Loss: 1.4142... Generator Loss: 0.7301 Epoch 1/1 Step 18540... Discriminator Loss: 1.2473... Generator Loss: 0.7980 Epoch 1/1 Step 18550... Discriminator Loss: 1.3913... Generator Loss: 0.8100 Epoch 1/1 Step 18560... Discriminator Loss: 1.3580... Generator Loss: 0.8184 Epoch 1/1 Step 18570... Discriminator Loss: 1.2482... Generator Loss: 0.8771 Epoch 1/1 Step 18580... Discriminator Loss: 1.3307... Generator Loss: 0.7840 Epoch 1/1 Step 18590... Discriminator Loss: 1.3750... Generator Loss: 0.7111 Epoch 1/1 Step 18600... Discriminator Loss: 1.2666... Generator Loss: 0.8085
Epoch 1/1 Step 18610... Discriminator Loss: 1.3718... Generator Loss: 0.7407 Epoch 1/1 Step 18620... Discriminator Loss: 1.4346... Generator Loss: 0.6933 Epoch 1/1 Step 18630... Discriminator Loss: 1.3834... Generator Loss: 0.6901 Epoch 1/1 Step 18640... Discriminator Loss: 1.4783... Generator Loss: 0.6726 Epoch 1/1 Step 18650... Discriminator Loss: 1.4452... Generator Loss: 0.7162 Epoch 1/1 Step 18660... Discriminator Loss: 1.3719... Generator Loss: 0.7896 Epoch 1/1 Step 18670... Discriminator Loss: 1.3220... Generator Loss: 0.8334 Epoch 1/1 Step 18680... Discriminator Loss: 1.3133... Generator Loss: 0.8590 Epoch 1/1 Step 18690... Discriminator Loss: 1.4002... Generator Loss: 0.7570 Epoch 1/1 Step 18700... Discriminator Loss: 1.3773... Generator Loss: 0.7066
Epoch 1/1 Step 18710... Discriminator Loss: 1.3738... Generator Loss: 0.7612 Epoch 1/1 Step 18720... Discriminator Loss: 1.4168... Generator Loss: 0.7373 Epoch 1/1 Step 18730... Discriminator Loss: 1.2671... Generator Loss: 0.8527 Epoch 1/1 Step 18740... Discriminator Loss: 1.4433... Generator Loss: 0.8585 Epoch 1/1 Step 18750... Discriminator Loss: 1.2355... Generator Loss: 0.9162 Epoch 1/1 Step 18760... Discriminator Loss: 1.3967... Generator Loss: 0.7488 Epoch 1/1 Step 18770... Discriminator Loss: 1.3443... Generator Loss: 0.7748 Epoch 1/1 Step 18780... Discriminator Loss: 1.4158... Generator Loss: 0.7203 Epoch 1/1 Step 18790... Discriminator Loss: 1.3762... Generator Loss: 0.7856 Epoch 1/1 Step 18800... Discriminator Loss: 1.3299... Generator Loss: 0.7523
Epoch 1/1 Step 18810... Discriminator Loss: 1.3548... Generator Loss: 0.8282 Epoch 1/1 Step 18820... Discriminator Loss: 1.3942... Generator Loss: 0.7276 Epoch 1/1 Step 18830... Discriminator Loss: 1.3613... Generator Loss: 0.7220 Epoch 1/1 Step 18840... Discriminator Loss: 1.4413... Generator Loss: 0.6811 Epoch 1/1 Step 18850... Discriminator Loss: 1.2521... Generator Loss: 0.8641 Epoch 1/1 Step 18860... Discriminator Loss: 1.2416... Generator Loss: 0.7896 Epoch 1/1 Step 18870... Discriminator Loss: 1.4037... Generator Loss: 0.7784 Epoch 1/1 Step 18880... Discriminator Loss: 1.3137... Generator Loss: 0.7827 Epoch 1/1 Step 18890... Discriminator Loss: 1.3891... Generator Loss: 0.7497 Epoch 1/1 Step 18900... Discriminator Loss: 1.3070... Generator Loss: 0.7822
Epoch 1/1 Step 18910... Discriminator Loss: 1.3573... Generator Loss: 0.7929 Epoch 1/1 Step 18920... Discriminator Loss: 1.2211... Generator Loss: 0.9427 Epoch 1/1 Step 18930... Discriminator Loss: 1.4173... Generator Loss: 0.7440 Epoch 1/1 Step 18940... Discriminator Loss: 1.5691... Generator Loss: 0.6095 Epoch 1/1 Step 18950... Discriminator Loss: 1.3582... Generator Loss: 0.7549 Epoch 1/1 Step 18960... Discriminator Loss: 1.3739... Generator Loss: 0.7819 Epoch 1/1 Step 18970... Discriminator Loss: 1.3689... Generator Loss: 0.7240 Epoch 1/1 Step 18980... Discriminator Loss: 1.3761... Generator Loss: 0.7601 Epoch 1/1 Step 18990... Discriminator Loss: 1.3141... Generator Loss: 0.8213 Epoch 1/1 Step 19000... Discriminator Loss: 1.4117... Generator Loss: 0.7862
Epoch 1/1 Step 19010... Discriminator Loss: 1.4284... Generator Loss: 0.6968 Epoch 1/1 Step 19020... Discriminator Loss: 1.3157... Generator Loss: 0.7892 Epoch 1/1 Step 19030... Discriminator Loss: 1.3886... Generator Loss: 0.7935 Epoch 1/1 Step 19040... Discriminator Loss: 1.3482... Generator Loss: 0.8186 Epoch 1/1 Step 19050... Discriminator Loss: 1.2602... Generator Loss: 0.8122 Epoch 1/1 Step 19060... Discriminator Loss: 1.4362... Generator Loss: 0.6410 Epoch 1/1 Step 19070... Discriminator Loss: 1.4804... Generator Loss: 0.6917 Epoch 1/1 Step 19080... Discriminator Loss: 1.3425... Generator Loss: 0.7668 Epoch 1/1 Step 19090... Discriminator Loss: 1.3904... Generator Loss: 0.7412 Epoch 1/1 Step 19100... Discriminator Loss: 1.4459... Generator Loss: 0.7529
Epoch 1/1 Step 19110... Discriminator Loss: 1.3188... Generator Loss: 0.7866 Epoch 1/1 Step 19120... Discriminator Loss: 1.3614... Generator Loss: 0.7782 Epoch 1/1 Step 19130... Discriminator Loss: 1.2961... Generator Loss: 0.8517 Epoch 1/1 Step 19140... Discriminator Loss: 1.3132... Generator Loss: 0.7420 Epoch 1/1 Step 19150... Discriminator Loss: 1.2947... Generator Loss: 0.7731 Epoch 1/1 Step 19160... Discriminator Loss: 1.3651... Generator Loss: 0.7492 Epoch 1/1 Step 19170... Discriminator Loss: 1.3310... Generator Loss: 0.7916 Epoch 1/1 Step 19180... Discriminator Loss: 1.3921... Generator Loss: 0.8000 Epoch 1/1 Step 19190... Discriminator Loss: 1.2870... Generator Loss: 0.8279 Epoch 1/1 Step 19200... Discriminator Loss: 1.4041... Generator Loss: 0.7294
Epoch 1/1 Step 19210... Discriminator Loss: 1.3318... Generator Loss: 0.8264 Epoch 1/1 Step 19220... Discriminator Loss: 1.2120... Generator Loss: 0.8201 Epoch 1/1 Step 19230... Discriminator Loss: 1.5214... Generator Loss: 0.6695 Epoch 1/1 Step 19240... Discriminator Loss: 1.2838... Generator Loss: 0.7773 Epoch 1/1 Step 19250... Discriminator Loss: 1.3944... Generator Loss: 0.7625 Epoch 1/1 Step 19260... Discriminator Loss: 1.2537... Generator Loss: 0.8220 Epoch 1/1 Step 19270... Discriminator Loss: 1.2955... Generator Loss: 0.8628 Epoch 1/1 Step 19280... Discriminator Loss: 1.5424... Generator Loss: 0.6222 Epoch 1/1 Step 19290... Discriminator Loss: 1.3327... Generator Loss: 0.8565 Epoch 1/1 Step 19300... Discriminator Loss: 1.3200... Generator Loss: 0.7884
Epoch 1/1 Step 19310... Discriminator Loss: 1.4770... Generator Loss: 0.6306 Epoch 1/1 Step 19320... Discriminator Loss: 1.4099... Generator Loss: 0.7883 Epoch 1/1 Step 19330... Discriminator Loss: 1.3733... Generator Loss: 0.7503 Epoch 1/1 Step 19340... Discriminator Loss: 1.3204... Generator Loss: 0.7703 Epoch 1/1 Step 19350... Discriminator Loss: 1.4646... Generator Loss: 0.7123 Epoch 1/1 Step 19360... Discriminator Loss: 1.3672... Generator Loss: 0.8718 Epoch 1/1 Step 19370... Discriminator Loss: 1.3039... Generator Loss: 0.7995 Epoch 1/1 Step 19380... Discriminator Loss: 1.3860... Generator Loss: 0.8369 Epoch 1/1 Step 19390... Discriminator Loss: 1.4432... Generator Loss: 0.6666 Epoch 1/1 Step 19400... Discriminator Loss: 1.3905... Generator Loss: 0.7289
Epoch 1/1 Step 19410... Discriminator Loss: 1.3809... Generator Loss: 0.7496 Epoch 1/1 Step 19420... Discriminator Loss: 1.3359... Generator Loss: 0.7843 Epoch 1/1 Step 19430... Discriminator Loss: 1.2992... Generator Loss: 0.7720 Epoch 1/1 Step 19440... Discriminator Loss: 1.3644... Generator Loss: 0.7604 Epoch 1/1 Step 19450... Discriminator Loss: 1.4254... Generator Loss: 0.7648 Epoch 1/1 Step 19460... Discriminator Loss: 1.3682... Generator Loss: 0.7751 Epoch 1/1 Step 19470... Discriminator Loss: 1.2946... Generator Loss: 0.7702 Epoch 1/1 Step 19480... Discriminator Loss: 1.2452... Generator Loss: 0.8816 Epoch 1/1 Step 19490... Discriminator Loss: 1.4636... Generator Loss: 0.6428 Epoch 1/1 Step 19500... Discriminator Loss: 1.4649... Generator Loss: 0.6738
Epoch 1/1 Step 19510... Discriminator Loss: 1.3911... Generator Loss: 0.7580 Epoch 1/1 Step 19520... Discriminator Loss: 1.4506... Generator Loss: 0.7821 Epoch 1/1 Step 19530... Discriminator Loss: 1.3533... Generator Loss: 0.7731 Epoch 1/1 Step 19540... Discriminator Loss: 1.2717... Generator Loss: 0.8572 Epoch 1/1 Step 19550... Discriminator Loss: 1.3132... Generator Loss: 0.8049 Epoch 1/1 Step 19560... Discriminator Loss: 1.4317... Generator Loss: 0.6908 Epoch 1/1 Step 19570... Discriminator Loss: 1.3624... Generator Loss: 0.7141 Epoch 1/1 Step 19580... Discriminator Loss: 1.4245... Generator Loss: 0.6925 Epoch 1/1 Step 19590... Discriminator Loss: 1.3987... Generator Loss: 0.7253 Epoch 1/1 Step 19600... Discriminator Loss: 1.3673... Generator Loss: 0.7273
Epoch 1/1 Step 19610... Discriminator Loss: 1.3711... Generator Loss: 0.7076 Epoch 1/1 Step 19620... Discriminator Loss: 1.3520... Generator Loss: 0.7997 Epoch 1/1 Step 19630... Discriminator Loss: 1.4231... Generator Loss: 0.7962 Epoch 1/1 Step 19640... Discriminator Loss: 1.2374... Generator Loss: 0.9178 Epoch 1/1 Step 19650... Discriminator Loss: 1.3311... Generator Loss: 0.7552 Epoch 1/1 Step 19660... Discriminator Loss: 1.4574... Generator Loss: 0.6622 Epoch 1/1 Step 19670... Discriminator Loss: 1.3103... Generator Loss: 0.8070 Epoch 1/1 Step 19680... Discriminator Loss: 1.3141... Generator Loss: 0.8178 Epoch 1/1 Step 19690... Discriminator Loss: 1.5243... Generator Loss: 0.6882 Epoch 1/1 Step 19700... Discriminator Loss: 1.2869... Generator Loss: 0.9020
Epoch 1/1 Step 19710... Discriminator Loss: 1.4577... Generator Loss: 0.6822 Epoch 1/1 Step 19720... Discriminator Loss: 1.4871... Generator Loss: 0.6246 Epoch 1/1 Step 19730... Discriminator Loss: 1.4067... Generator Loss: 0.7842 Epoch 1/1 Step 19740... Discriminator Loss: 1.3686... Generator Loss: 0.6984 Epoch 1/1 Step 19750... Discriminator Loss: 1.4683... Generator Loss: 0.6700 Epoch 1/1 Step 19760... Discriminator Loss: 1.2765... Generator Loss: 0.7996 Epoch 1/1 Step 19770... Discriminator Loss: 1.3631... Generator Loss: 0.7278 Epoch 1/1 Step 19780... Discriminator Loss: 1.3314... Generator Loss: 0.7764 Epoch 1/1 Step 19790... Discriminator Loss: 1.3222... Generator Loss: 0.8044 Epoch 1/1 Step 19800... Discriminator Loss: 1.3074... Generator Loss: 0.8614
Epoch 1/1 Step 19810... Discriminator Loss: 1.3615... Generator Loss: 0.8176 Epoch 1/1 Step 19820... Discriminator Loss: 1.3294... Generator Loss: 0.7734 Epoch 1/1 Step 19830... Discriminator Loss: 1.3670... Generator Loss: 0.7969 Epoch 1/1 Step 19840... Discriminator Loss: 1.3866... Generator Loss: 0.7381 Epoch 1/1 Step 19850... Discriminator Loss: 1.4771... Generator Loss: 0.7651 Epoch 1/1 Step 19860... Discriminator Loss: 1.3554... Generator Loss: 0.8122 Epoch 1/1 Step 19870... Discriminator Loss: 1.1970... Generator Loss: 0.9388 Epoch 1/1 Step 19880... Discriminator Loss: 1.4613... Generator Loss: 0.7285 Epoch 1/1 Step 19890... Discriminator Loss: 1.3692... Generator Loss: 0.7234 Epoch 1/1 Step 19900... Discriminator Loss: 1.2273... Generator Loss: 0.9121
Epoch 1/1 Step 19910... Discriminator Loss: 1.3649... Generator Loss: 0.7718 Epoch 1/1 Step 19920... Discriminator Loss: 1.4231... Generator Loss: 0.7464 Epoch 1/1 Step 19930... Discriminator Loss: 1.4868... Generator Loss: 0.6724 Epoch 1/1 Step 19940... Discriminator Loss: 1.2699... Generator Loss: 0.7705 Epoch 1/1 Step 19950... Discriminator Loss: 1.3773... Generator Loss: 0.7040 Epoch 1/1 Step 19960... Discriminator Loss: 1.3870... Generator Loss: 0.7494 Epoch 1/1 Step 19970... Discriminator Loss: 1.4373... Generator Loss: 0.7505 Epoch 1/1 Step 19980... Discriminator Loss: 1.3597... Generator Loss: 0.7651 Epoch 1/1 Step 19990... Discriminator Loss: 1.4292... Generator Loss: 0.7472 Epoch 1/1 Step 20000... Discriminator Loss: 1.3267... Generator Loss: 0.8280
Epoch 1/1 Step 20010... Discriminator Loss: 1.2848... Generator Loss: 0.8037 Epoch 1/1 Step 20020... Discriminator Loss: 1.4640... Generator Loss: 0.6560 Epoch 1/1 Step 20030... Discriminator Loss: 1.3703... Generator Loss: 0.7315 Epoch 1/1 Step 20040... Discriminator Loss: 1.3563... Generator Loss: 0.7952 Epoch 1/1 Step 20050... Discriminator Loss: 1.3063... Generator Loss: 0.7512 Epoch 1/1 Step 20060... Discriminator Loss: 1.4287... Generator Loss: 0.7084 Epoch 1/1 Step 20070... Discriminator Loss: 1.3410... Generator Loss: 0.7518 Epoch 1/1 Step 20080... Discriminator Loss: 1.3335... Generator Loss: 0.8347 Epoch 1/1 Step 20090... Discriminator Loss: 1.2713... Generator Loss: 0.8351 Epoch 1/1 Step 20100... Discriminator Loss: 1.3575... Generator Loss: 0.7571
Epoch 1/1 Step 20110... Discriminator Loss: 1.2859... Generator Loss: 0.8300 Epoch 1/1 Step 20120... Discriminator Loss: 1.3680... Generator Loss: 0.7747 Epoch 1/1 Step 20130... Discriminator Loss: 1.4202... Generator Loss: 0.7276 Epoch 1/1 Step 20140... Discriminator Loss: 1.3920... Generator Loss: 0.7438 Epoch 1/1 Step 20150... Discriminator Loss: 1.2644... Generator Loss: 0.7737 Epoch 1/1 Step 20160... Discriminator Loss: 1.2902... Generator Loss: 0.8453 Epoch 1/1 Step 20170... Discriminator Loss: 1.3205... Generator Loss: 0.8050 Epoch 1/1 Step 20180... Discriminator Loss: 1.2632... Generator Loss: 0.8035 Epoch 1/1 Step 20190... Discriminator Loss: 1.3384... Generator Loss: 0.8240 Epoch 1/1 Step 20200... Discriminator Loss: 1.3779... Generator Loss: 0.7214
Epoch 1/1 Step 20210... Discriminator Loss: 1.4198... Generator Loss: 0.7464 Epoch 1/1 Step 20220... Discriminator Loss: 1.2418... Generator Loss: 0.8821 Epoch 1/1 Step 20230... Discriminator Loss: 1.3468... Generator Loss: 0.8135 Epoch 1/1 Step 20240... Discriminator Loss: 1.5370... Generator Loss: 0.6410 Epoch 1/1 Step 20250... Discriminator Loss: 1.3712... Generator Loss: 0.7911
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.